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Archive for the ‘analysis of behavior’ Category

And I have to start this essay with a simple statement that it is not lost on me that all of the above is 100% derived from my own history, studies, jobs, art works, and everything else that goes into me.  So maybe this is just a theory of myself or not even a theory, but yet another expression in a life time of expressions.   At the very least I enjoyed 20 hrs of re-reading some great science, crafting what I think is a pretty neat piece of art work, and then summarizing some pondering.   Then again, maybe I’ve made strides on some general abstract level.  In either case, it’s just another contingent reconfiguration of things.

At the end I present all the resources I read and consulted during the writing (but not editing) and the making of the embedded 19×24 inch drawing and ink painting (which has most of this essay written and drawn into it).   I drank 4 cups of coffee over 5 hrs, had 3 tacos and 6 hotwings during this process. Additionally I listened to “The Essential Philip Glass” while sometimes watching the movie “The Devil Wears Prada” and the latest SNL episode.

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There is a core problem with all theories and theory at large – they are not The t=Truth and do not interact in the universe like the thing they refer to.   Theories are things unto themselves.  They are tools to help craft additional theories and to spur on revised dabbling in the world.

FullSizeRender (4)

We have concocted an unbelievable account of reality across religious, business, mathematical, political and scientific categories.  Immense stretches of imagination are required to connect the dots between the category theory of mathematics to radical behaviorism of psychology to machine learning in computer science to gravitational waves in cosmology to color theory in art.  The theories themselves have no easy bridge – logical, spiritual or even syntactically.

Furthering the challenge is the lack of coherence and interoperability of measurement and crafting tools.   We have forever had the challenge of information exchange between our engineered systems.   Even our most finely crafted gadgets and computers still suffer from data exchange corruption.   Even when we seem to find some useful notion about the world it is very difficult for us to transmit that notion across mediums, toolsets and brains.

And yet, therein lies the the reveal!

A simple, yet imaginative re-think provides immense power.   Consider everything as network.  Literally the simplest concept of a network – a set of nodes connected by edges.   Consider everything as part of a network, a subnetwork of the universe.  All subnetworks are connected more or less to the other subnetworks.   From massive stars to a single boson, all nodes in a network and those networks of networks.   Our theories are networks of language, logic, inference, experiment, context.  Our tools are just networks of metals, atoms, and light.   It’s not easy to replace your database of notions reinforced over the years with this simple idea.

But really ask yourself why that is so hard but you can believe that blackholes collide and send out gravitational waves that slightly wobble spacetime 1.3 billion light years away or if you believe in the Christian God, consider how that’s believable and that woman was created from a guy named Adam’s rib.    It’s all a bit far fetched but we buy these other explanations because the large network of culture and tradition and language and semiotics has built our brains/worldviews up this way.

Long ago we learned that our senses are clever biological interpreters of internal and external context.  Our eyes do not see most of “reality” – just a pretty course (30 frames per second) and small chunk of electromagnetic waves (visible light).   in the 1930s we learned that even mathematics itself and the computers we’d eventually construct can not prove many of the claims they will make, we just have to accept those claims. (incompleteness and halting problem.).

These are not flaws in our current understanding or current abilities.  These are fundamental features of reality – any reality at all.  In fact, without this incompleteness and clever loose interpretations of information between networks there would be no reality at all – no existence.   This is a claim to return to later.

In all theories at the core we are always left with uncertainty and probability statements.   We cannot state or refer to anything for certain, we can only claim some confidence that what we’re claiming or observing might, more or less, be a real effect or relation.   Even in mathematics with some of the simplest theorems and their logical proofs we must assume axioms we cannot prove – and while that’s an immensely useful trick it certainly doesn’t imply that any of the axioms are actually true and refer to anything that is true or real.

The notion of probability and uncertainty is no easy subject either.   Probability is a measure of what?   It is a measure belief (Bayes) that something will happen given something else?  Is it a measure of lack of information – this claim is only X% of the information?  Is it a measure of complexity?

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Again, the notion of networks is incredibly helpful.  Probability is a measure of contingency.   Contingency, defined and used here, is a notion of connectivity of a network and nodes within the network.  There need be no hard and fast assignment of the unit of contingency – different measures are useful and instructive for different applications.  There’s a basic notion at the heart of all of them: contingency is a cost function of going from a configuration to another configuration of the network.

And that leads to another startling idea.   Spacetime itself is just a network.  (obvious intuition from my previous statement) and everything is really just a spacetime network.    Time is not the ticks on a clock nor an arrow marching forward.  Time is nothing but a measure of steps to reconfigure a network from state A to some state B.   Reconfiguration steps are not done in time, they are time itself.

(most of my initial thinking comes from Wolfram and others working on this long before my thinking about it: http://blog.stephenwolfram.com/2015/12/what-is-spacetime-really/ – Wolfram and others have done a ton of heavy lifting to translate the accepted theories and math into network terms).

This re-framing of everything into network thinking requires a huge amount of translation of notions of waves, light, gravity, mass, fields, etc into network conventions.  While attempting to do that in blog form is fun and I’ve attempted to keep doing it, the reality of the task is that no amount of writing about this stuff will make a sufficient proof or even useful explanation of the idea to people.

Luckily, it occurred to me (a contingent network myself!) that everyone is already doing this translation and even more startling it couldn’t go any other way.   Our values and traditions started to be codified into explicit networks with the advent of written law and various cultural institutions like religion and formal education.   Our communities have now been codified into networks by online social networks.  Our location and travels have been codified by GPS satellites and online mapping services.  Our theories and knowledge are being codified into Wikis, Programs (Wolfram Alpha, Google Graph, Deep Learning networks, etc).   Our physical interpretations of the world have been codified into fine arts, pop arts, movies and now virtual and augmented realities.   Our inner events/context are being codified by wearable technologies.    And now the cosmos has unlocked gravitational waves for us so even the mystery of black holes and dark matter will start being codified into knowledge systems.

It’s worth a few thoughts about Light, Gravity, Forces, Fields, Behavior, Computation.

  • Light (electromagnetic wave-particles) is the subnetwork encoding the total configurations of the entire universe and every subnetwork.
  • Gravity (and gravitational wave-particles) is the subnetwork of how all the subnetworks over a certain contingency level (mass) are connected.
  • Other 3 fundamental Forces (electromagnetics, weak nuclear, strong nuclear) are also just subnetworks encoding how all subatomic particles are connected.
  • Field is just another term for network, hardly worth a mention.
  • Behavior observations are partially encoded subnetworks of the connections between subnetworks.  They do not encode the entirety of a connection except for the smallest, most simple networks.
  • Computation is time is the instruction set is a network encoding how to transform one subnetwork to another subnetwork.

These re-framed concepts allow us to move across phenomenal categories and up and down levels of scale and measurement fidelity.  They open up improved ways of connecting the dots between cross-category experiments and theories.   Consider radical behaviorism and schedules of reinforcement combined with the Probably Approximately Correct learning theory in computer science against a notion of light and gravity and contingency as defined above.

What we find is that learning and behavior based on schedules of reinforcement is actually the only way a subnetwork (say, a person) and a network of subnetworks (a community) could encode the vast contingent network (internal and external environments, etc).   Some schedules of reinforcement maintain responses better than others, and again here we find the explanation.  Consider a Variable Ratio schedule reinforcing a network.  (see here for more details: https://en.wikipedia.org/wiki/Reinforcement#Intermittent_reinforcement.3B_schedules).   A variable ratio (a variations/compositions on this) schedule is a richer contingent network itself that say a fixed ratio network.  That is, as a network encoding information between networks (essentially a computer program and data) the variable ratio has more algorithmic content to keep associations linked after many related network configurations.

Not surprisingly this is exactly the notion of gravity explained above.  Richer, more complex networks with richer connections to other subnetworks have much more gravity – that is they attract more subnetworks to connect.  They literally curve spacetime.

To add another wrinkle in theory, it has been observed in a variety of categories that the universe seems to prefer computational efficiency.  Nearly all scientific disciplines from linguistics to evolutionary biology to physics to chemistry to logic end up with some basic notion of “Path of Least Effort” (https://en.wikipedia.org/wiki/Principle_of_least_effort).  In the space of all possible contingent situations networks tend to connect in the computationally most efficient way – they encode each other efficiently.  That is not to say it happens that way all the time.  In fact, this idea led me to thinking that while all configurations of subnetworks exist, the most commonly observed ones (I use a term: robust) are the efficient configurations.  I postulate this explains mathematical constructs such as the Platonic solids and transcendental numbers and likely the physic constants.  That is, in the space of all possible things, the mean of the distribution of robust things are the mathematical abstractions.  While we rarely experience a perfect circle, we experience many variations on robust circular things… and right now the middle of them is the perfect circle.

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Now, what is probably the most bizarre idea of all:  nothing is actually happening at the level of the universe nor at the level of a photon.  The universe just is.   A photon, which is just a single massless node, everything happens to it all at once, so nothing happens.

That’s right, despite all the words and definitions above with all the connotations of behavior and movement and spacetime… experience and happening and events and steps and reconfigurations are actually just illusions, in a sense, of subnetworks describing other subnetworks.   The totality of the universe includes every possible reconfiguration of the universe – which obviously includes all theories, all explanations, all logics, all computations, all behavior, all schedules in a cross product of each other.   No subnetwork is doing anything at all, it simply IS and is that subnetwork within the specific configuration of universe as part of the wider set of the whole.

This sounds CRAZY.   until you look back on the history of ideas, this notion has come up over and over regardless of the starting point, the condition of the observational tools, the fads of language and business of the day.  It is even observable in how so many systems “develop” first as “concrete” physical, sensory things… they end up yielding time and time again to what we call the virtual – strangely looping recursive networks.   Here I am not contradicting myself, instead… this is what exists within the fractal nature of the universe (multiverse!) it is self similar all the way up and down scales and across all configurations (histories).

Theories tend to be ignored unless they are useful.   I cannot claim utility for everyone on this theory.  I do find it helpful for myself in moving between disciplines and not getting trapped in syntactical problems.   I find confirmation of my own cognitive bias in the fact that the technology of loosely connecting the dots like GPS, hyperlinks, search engine, social media, citation analysis, Bayes, and now deep learning/PAC have yielded tremendous expansion of information and re-imaging of the world.

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Currency, writing, art, music are not concrete physical needs and yet they mediate our labor, property, government, nation states.   Even things we consider “concrete” like food and water are just encodings of various configurations.  Food can be redefined in many ways and has been over the eons as our abstracted associations drift.   Water seems like a concrete requirement for us, but us is under constant redefinition.  Should people succeed in creating human-like (however you define it) in computers or the Internet it’s not clear water would be any more concrete than solar power, etc.

Then again, if I believe anything I’ve said above, it all already exists and always has.

 

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Chaitin on Algorithmic Information, just a math of networks.
https://www.cs.auckland.ac.nz/~chaitin/sciamer3.html

Platonic solids are just networks
https://en.m.wikipedia.org/wiki/Platonic_solid#Liquid_crystals_with_symmetries_of_Platonic_solids

Real World Fractal Networks
https://en.m.wikipedia.org/wiki/Fractal_dimension_on_networks#Real-world_fractal_networks

Correlation for Network Connectivity Measures
http://www.ncbi.nlm.nih.gov/pubmed/22343126

Various Measurements in Transport Networks (Networks in general)
https://people.hofstra.edu/geotrans/eng/methods/ch1m3en.html

Brownian Motion, the network of particles
https://en.m.wikipedia.org/wiki/Brownian_motion

Semantic Networks
https://en.wikipedia.org/wiki/Semantic_network

MPR
https://en.m.wikipedia.org/wiki/Mathematical_principles_of_reinforcement

Probably Approximately Correct
https://en.m.wikipedia.org/wiki/Probably_approximately_correct_learning

Probability Waves
http://www.physicsoftheuniverse.com/topics_quantum_probability.html

Bayes Theorem
https://en.m.wikipedia.org/wiki/Bayes%27_theorem

Wave
https://en.m.wikipedia.org/wiki/Wave

Locality of physics
http://www.theatlantic.com/science/archive/2016/02/all-physics-is-local/462480/

Complexity in economics
http://www.abigaildevereaux.com/?p=9%3Futm_source%3Dshare_buttons&utm_medium=social_media&utm_campaign=social_share

Particles
https://en.m.wikipedia.org/wiki/Graviton

Gravity is not a network phenomenon?
https://www.technologyreview.com/s/425220/experiments-show-gravity-is-not-an-emergent-phenomenon/

Gravity is a network phenomenon?
https://www.wolframscience.com/nksonline/section-9.15

Useful reframing/rethinking Gravity
http://www2.lbl.gov/Science-Articles/Archive/multi-d-universe.html

Social networks and fields
https://www.researchgate.net/profile/Wendy_Bottero/publication/239520882_Bottero_W._and_Crossley_N._(2011)_Worlds_fields_and_networks_Becker_Bourdieu_and_the_structures_of_social_relations_Cultural_Sociology_5(1)_99-119._DOI_10.11771749975510389726/links/0c96051c07d82ca740000000.pdf

Cause and effect
https://aeon.co/essays/could-we-explain-the-world-without-cause-and-effect

Human Decision Making with Concrete and Abstract Rewards
http://www.sciencedirect.com/science/article/pii/S1090513815001063

The Internet
http://motherboard.vice.com/blog/this-is-most-detailed-picture-internet-ever

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When, in 1991, a list was drawn up by an assortment of heavy weight problem solvers to focus on important social and scientific topics receiving prominent play in media over the prior years.   Behavior, psychology nor its related sub fields were mentioned.

Other areas were listed… molecular biology, artificial intelligence, chaos theory, massive parallelism, neural nets, fractals, complex adaptive systems, superstrings, biodiversity, nanotechnology, the human genome, expert systems, punctuated equilibrium, cellular automata, fuzzy logic, space biospheres, the Gaia hypothesis, virtual reality, and cyberspace, to mention a significant few, but no psychology…  Other important disciplines besides psychology were also absent: 3D printed body parts, immunology, pluripotent stem cells, chemistry, epigenetics, climate change, internet of everything, etc.

Things have changed since 1991…

The world is rocking in a way not envisioned by Led Zeppelin or Van Halen.  The “rocking” I am referring to core changes that involve every aspect of our existence.  Over the last twenty-five years or so, all the rules, ideals, principles, and codes, etc., have been changing faster and faster and we now are experiencing the collective impact of those changes.

For many, that is a very good thing.

For the world, because all those rules, mores, traditions, ideals, values are ALL changing AND, all at the same time, it is more than an unsettling variation.  No, no one has acceptable ways to understand, predict, or control the changes, their paths, consequences or implications.

More than metaphorically, we have a world out of balance that is worse off that it might otherwise be if we collectively understood it was, indeed, out of whack. Most in the world doesn’t understand or they double down so they don’t have to deal with it.  Of course, they are clueless about how to deal with it.  Thus, entities keep digging in deeper to keep the old rules ’cause that has mostly how it worked in the past in times of uncertainty.  Hard to give up on making buggy whips when the horse carriages have gone away.

You can observe it everywhere. People, groups and agencies hanging on to the last vestiges of the past by their mental fingernails in efforts to hold on to what was once comforting. The carcasses of ideals, dichotomies, castes, simplistic explanations are hard to ignore.  But many keep trying to do just that. No one wants to say out loud in front of the lords of celebrity and the kings of political unions that the jobs of 1990 aren’t coming back (different ones are emerging but…), equality is available if one values it, aristocracy over citizens is weak, and Jacksonian statements from “The Lottery,” “we’ve always done it that way” are more impotent than ever.

Today, 2016, we want to understand ISIS, rulers of in Iran, North Korea, Washington, DC, teachers, parents, babies and ourselves.

A more objective objective is needed. An objective that is liberated enough to abandon the almost endless marginal disputes of quarrelsome mundane dogmas in order to affect the survival of everybody on the planet, all on the way to figuring out what the heck is going on. We might want to study behavior. We might be ready.

Unlike some smokestack disciplines still protecting ancient edifices or intellectual self-indulgence, the empirical study of behavior viewed as a horizontal set of endeavors has solutions rather than the regurgitations of irrelevant quackery.  This proposal is based on very pragmatic understanding that there is no time left to dally and psychology’s past has run out of runway to contribute to even the simplest solutions necessary to be of value to Earth.

Some think another and perhaps bigger gun, Lightsaber, a deity with new super powers, yoga schools, another pill, repression of the weird ones, stricter laws, election of a benevolent bully, or the return to fundamental values from another era would bring back order, old forms of rule, hierarchies and such.

Haven’t we heard all that before?  Hello…!

Who knows how to change behavior?

JHBryant – Lone Star College – Conroe, Texas

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While I have many interests and ideas… the most of enduring is my own obsession over the nature of reality and specific spacetime. It’s probably been my guiding light since my much younger self around 14-16 started reading/toying with chaos theory, popular cosmology books and starting in roads into deeper than algebra mathematics. At the same time the theater bug struck in earnest as I struggled with a long involvement with Christianity and the bible. You put it all together and all of these things seemed to be asking questions about origins and the flow of time and cause and effect.
 
I have a bit of a revisionist/simplified story around why I went to University of Chicago… but a lot of my most basic thinking at the time was still about how to fully engage my obsession… it was very clear that was probably the only place I could go and chase this obsession in a world class physics and math department that just so happened to co-exist with amazing theater and improv comedy. (These things are related deeply, I swear, on some incredibly fundamental level.)
 
Somehow I managed to survive, barely, getting a theoretical (not applied) math degree (it’s still a mystery as to how I survived complex analysis) while performing in, directing or writing something like 40 theater shows… and then I went out into the real world no closer to understanding anything at all about the true nature of my obsession, spacetime.
 
Futzing about with first real world jobs but mostly sneaking off to Borders as often as I could I basically read almost every professional computer book I could as well as picked up A New Kind of Science, by Wolfram. In a mish-mash of messing around with programming/multi media side projects, shortlived w2 jobs and reading as much as I could… I finally devised a ridiculous plan. I would one day work under Stephen Wolfram and actually come to know his vision and math driving A New Kind of Science. All 10 billion pages of NKS seemed to overflow with consistent, mind blowing Yes This Could Actually Be The Basis of Reality stuff that somehow was bizarrely consistent with the bevy of other art, theater, religious, literary thoughts I’d come across on the matter.
 
So this plan… well first I knew that it wouldn’t be good enough to have “read” NKS, i would actually need to know how to use Mathematica and understand the theoretical and applied logic behind its operations. Being a resourceful young man with no shame I managed to convince my software provisioning team at the w2 job I had at the time to purchase me a license for Mathematica (those are expensive for non students!) because it was critical for the development of Online Advertising Recommendation Algorithms. Well, whatever, it worked and I was off and running learning and trying things out and mostly making a mess of my computers.
 
The plan needed to evolve as I wasn’t getting anywhere. in 2008 or so someone pointed me to the New Kind of Science summer school that Wolfram Research put on. Well, shoot! There ya go… I doubted whether I had any business in spending three weeks in Bernie Sanders country (VT!) hanging out with some of the smartest people I’d ever met doing theoretical physics and computer science… but having no shame… I wrote up a typo filled statement of my intentions and applied. I wrote a lengthy run on sentence piece about how I thought the approach of NKS could finally bridge the broken disciplines of cognitive psychology and economics and radical behaviorism (I said it somewhat differently… and live blogged my approach… shameless… http://socialmode.com/2008/03/21/anatomy-of-a-decision-in-life-applying-to-nks-summer-school/). Beyond the silly basis of my plan my wife and I also had two young kids and I didn’t really have a job job, just consulting gigs… so spending 3 weeks working on insanely theoretical/no-connection to my real life was even more ridiculous. but obsessions are obsessions…
 
Shorting the story here Wolfram invited me to the NKS school that summer where I decided to pursue a project on Turing Machines (http://socialmode.com/2008/08/07/nks-summer-school-summary/) that was pretty great to work on. I greatly improved my understanding of Mathematica, the beauty of turing and his machines, the lambda calculus as well as further confirmed I was as far away from understanding spacetime as ever. Beyond my project I had several deep interactions with SW and various members of his team. These all gave me better and better glimpses into this stuff… the other students also had a mix of unbelievably interesting perspectives in philosophy, neuroscience, medicine, architecture and so much more. I was under no delusion that I understood much of anything… much like my math degree in college… but I always bet on osmosis and you don’t know what you know and what you don’t know…. meaning, sometimes you know things but only by using it and applying it in different ways…
 
Ok, so having properly stoked the obsession I became more deeply enamored with things which led to more discussions with SW and ultimately to engaging their team in launching Wolfram|Alpha, which i had see while at the summer school and knew that I wanted to somehow be involved with it. Outside of NKS and my various reality seeking obsessions my own “professional” career had continued down the “search engine” path from SEO junk, to building various search engines/crawlers, playing with query semantics and indexing ideas, etc. etc. by this time I’d worked on several web scale search engine/recommendation engine/geo gis systems and everything in between. So doing Wolfram|Alpha was an obvious next step pro wise and obsession wise.
 
Well, beyond the fun times in trying to explain WA to the world and trying to figure out various business models my little spacetime obsession became an obsession with language (programming and otherwise) and probably what some would consider semiotics and other analysis of symbols. There was just something in NKS, math, mathematica, computers, turing machines, radical behaviorism, theater, religion, art, LIFE that scream SYMBOLICS… study of SYMBOLICS… oh and on and on and on.
 
I carried all of these obsessions from various bill paying gigs to the next… which was really just a front for me to continue buying computers and books at an alarming clip while not completely ruining my young children’s futures.
 
This sort of brings us back around to RIGHT NOW with this wonderful blog post from SW and my own current Art and Philosophy situation. His post still strikes me as On The Right Path. And it’s still not the full story… it’s even more fundamental than Space as a Network and it’s Just a Network and some simple rules… and the only way I’ve come to be able to work out the details is well, not to work out the details… but do as SW is doing… searching the space of possibilities… I’m just doing it through art, as my hunch (which is likely just a confusion of my obsession) is that an artistic exploration is Computational Equivalent to writing a bunch of symbolic programs AND may, in fact, be more efficient due to the nature of how humans (awesome multi faceted pattern recognizers) process data and the world that data represents. See here for some exposition and poke around the art… http://www.worksonbecoming.com/symbol-and-relation/
 
Look, perhaps this is all unknowable (likely) and perhaps I’m just a kooky guy who spent too much time with his nose in a book. What I learned though is that… this little obsession spun me off in a million directions gaining lots of little skills that all allowed me to navigate the weird business world, the slightly unnerving computer programmer culture, improved my literacy, help start a school, employ and raise up lots of ambitious upstart people and perhaps have made a couple of hundred million dollars here and there for folks, and now has me making art, mostly poorly conceived but done at a pace that fills me up.
 
perhaps that’s what spacetime is really about. using it in fulfilling ways.
 
perhaps everything is connected.

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 John H. Bryant – Lone Star College, Conroe, TX

“Is it time yet?” “Are we there yet?”

No, these are not questions of children eagerly waiting to leave on vacation or arrive at a valued destination. These are the questions for those who are wondering if we’ve spent enough time, effort, and money with pre-scientific jargon, agency, myth, and cha-cha to refocus on worn pseudo-science approaches.

So, “Is it time yet?”

When it comes to the mixed bag of psychology approaches, our current practices evolved more from philosophy and theology rather than chemistry and physics. Academic psychology (re: the study of behavior and mental processes) is not in isolation when it comes problems raised here, similar arguments hold for most of the social science disciplines. Yet if psychology is to be better understood and useful, more has to be done to communicate what is scientific about psychology rather than folk lore.

Now, according to some, psychology as a discipline has a “replication crisis” (The New York Times and elsewhere) that must be dealt with for the salvation of us all.

Perhaps it is time to examine some factors that make for a “replication crisis”. It’s likely that what sounds alarming is part of a continual reassessment that takes place regularly in sciences. However, now outside sources are asking for an accounting of why replications are so difficult in psychology.

There once was a time when things were based on dogma rather than data. When data came to be preferred over opinion and dogma, some thought that psychology would go in that direction. But, as it turns out, that position was a bit optimistic.

Some of the required changes to psychology’s approaches including math, chemistry, and cross-platform information methods that mirror established scientific approaches haven’t found much traction. And, rather than get immersed in more scientific pursuits, psychology’s focus remained non-science oriented contexts and continued to depend on private narratives, mental models and ‘thought experiments’ from non-scientific pursuits that were the genesis of much of psychology.

George E. P. Box

“Since all models are wrong, the scientist cannot obtain a “correct” model by excessive elaboration. On the contrary, following William of Occam, he should seek an economical description of natural phenomena. Just as the ability to devise simple but evocative models is the signature of the great scientist, so over-elaboration and over-parameterization is often the mark of mediocrity.”

• Science and Statistics (1976) p. 792

Three major issues are relevant to the large historical comfort zone that promoted speculation, storytelling, and philosophizing not readily amenable to the disciplines of science.

Agency

Rather than measure behavior at all levels (social to biochemistry, for example) to discover what was going on in contextual sets, psychologists continued to continue to hypothesize an array of internal entities which cause behavior. Collectively, these are called “agency” and make up, self, personality, possession, mind, needs, drives, motives, and so on. Because each agent eventually fell short of the requirements to explain behavior, the notion of agency required additional theories and hypothesized more intervening variables, hypothetical constructs and new sets of agents. These processes came to create subfields within psychology which frequently submerged the original question that started the conversation of why organisms do what they do.

Reification

Reification generally refers to making something real, bringing something into being, or making something concrete when it is a concept or idea. Concepts and agency terms filled a void over the ignorance about behavior. Thus, if the populace repeatedly used a concept to explain or describe behavior, right or wrong, the concept frequently morphed into subsequent communication at the level of reification.

Psychologists came to lead the way in doing what scientific disciplines (mathematics, chemistry, physics, biology and genetics) discontinued doing a century ago; using inference to assign causes. The evolution of the DSM (Diagnostic and Statistical Manual of Mental Disorders) has provided a mushrooming array of mentalism geography, and agile agent gymnastics in internal workings of Homo sapiens in an effort to assign, align, and categorize “casual” attributes of behavior. As the size and scope of the DMS has grown, one might conclude that everyone has a ‘mental’ disorder. While this helps maintain a level of path dependency within psychology to its past, lack of correspondence just as often conflates any utility those terms, metaphors, and simalies provide.

Measurement Scales

Doing science is hard, agnostic, and unapologetic. As disciplines, social sciences treat information from the different scales (below) as if they were all the same. They are not.  For some, technology has offered opportunity to empirically measure more and assess the results more accurately rather than assign labels arbitrarily. With methods based on science rather than received wisdom from anthologies and vignettes, it can be argued that psychology could move in a more scientific direction. Changes don’t come easy. Changes in the direction toward a scientific understanding for psychology won’t come easy as long as nominal labeling and ordinal counting grows faster than the experimental work required can yield reliable results. A “good story” with pseudo-scientific terms will win almost every time. Creating a larger lexicon of untestable hypothesis and jargon in the absence of solutions has had a good run.

Are we there yet?

There have been a few excursions to move toward empirical assessments and away from naming conventions in psychology, yet teleological and ontological explanations and “extrapolation beyond the data” remain as the currency of much of psychology and its proliferation of subfields.

These are substantial issues. Changes are processional. Some will take the challenge and entertain changes. Others will not. Each will have to show value if it is to reach the formal analysis that typically accompanies a ‘scientific’ endeavor. Each option includes steps that must be added to the discipline if embracing the standards of science is their objective. An equally daunting set of steps must be expunged from current practices if scientific research produced is to be reproducible, reliable, and relevant to the substantial number of issues that psychology is framed to address

For psychology and similar disciplines, every time the going gets tough requiring genetics, mathematics, neurochemistry, and the knowledge of the methods those disciplines use, psychology and the other social sciences crawl back to philosophical narratives and mental gymnastics.

It may appear to show understanding when someone posits that such and such are the ‘causes’ of such and such. However, when the “causes” are encased in made-up abstractions, non-observable internal body states, inside the neuron, inside the chemistry, etc., (you get the idea) the scaffolding of abstraction grow out of control rapidly. It all is really not ‘understanding’ or ‘explanation’. It is dogma.

Psychology has taken these strategies of the untestable to explain the unobservable as its very domain of expertise. Such talk, writings, lectures, that cannot be tested, monitored or independently verified come in as welcome guests but never leave. They have no anchors to anything and thusly the value of the information morphs when the data is interpreted with empirical tools. It’s easy, especially when whatever modulates the dependent variables is unknown to the lecturer, writer, observer or psychobiologist.

Only when the methods used in psychology begins to depend more on measurable content rather than pre-scientific or hypothetical concepts, agency, or reification, they will find greater amounts of correspondence with what is actually happening in nature. Of course, that isn’t the entire solution, but will have benefited their disciplines on the way to understanding current problems on the way to solutions as well as foundations for more complex behavioral properties like emergence, convergence.

There are no shortcuts. As a discipline, psychology can’t wear the science badge if it doesn’t self-correct when there is no link between what is hypothesized and what is actually going on in the world. Making conjectures without testable options is still philosophy.

“A new scientific ‘truth’ does not triumph by convincing its opponents and making them see the light, but rather because its opponents eventually die, and a new generation grows up that is familiar with it.”

Max Planck, a Nobel laureate physicist

Yes, it is time consuming and a very inefficient set of contingencies. Yet, as long as those who are doing “psychological” research mix hypothetical internal agencies with hypothetical attributes and then interpret mixtures of data from different scales as equal, there will be a systemic lack of replication, accuracy and relevance to what psychology has to offer.

So now the initial questions remain to be answered:         “Is it time yet?”           “Are we there yet?

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From within the strange loop of self-reference the question “What is Data?” emerges.  Ok, maybe more practically the question arises from our technologically advancing world where data is everywhere, spouting from everything.  We claim to have a “data science” and now operate “big data” and have evolving laws about data collection and data use.   Quite an intellectual infrastructure for something that lacks identity or even a remotely robust and reliable definition.  Should we entrust our understanding and experience of the world to this infrastructure?   This question seems stupid and ignorant.  However, we have taken up a confused approach in all aspects of our lives by putting data ontologically on the same level as real, physical, actual stuff.    So now the question must be asked and must be answered and its implications drawn out.

Data is and Data is not.   Data is not data.   Data is not the thing the data represents or is attached to.   Data is but a ephemeral puff of exhaust from an limitless, unknowable universe of things and their relations. Let us explore.

Observe a few definitions and usage patterns:

Data According to Google

Data According to Google

https://www.google.com/webhp?sourceid=chrome-instant&rlz=1CAZZAD_enUS639US640&ion=1&espv=2&ie=UTF-8#q=data+definition

The latin roots point to the looming mystery.  “Give” -> “Something Given”.   Even back in history data was “something”.   Almost an anti-definition.

Perhaps we can find clues from clues:

Crossword Puzzle Clues for

Crossword Puzzle Clues for “Data”

http://www.wolframalpha.com/input/?i=data&a=*C.data-_*Word-

Has there been a crossword puzzle word with broader or more ambiguity than that?   “Food for thought?”  seems to hit the nail on the head.   The clues boil down to data is: numbers, holdings, information, facts, figures, fodder, food, grist, bits.   Sometimes crunched and processed, sometimes raw.  Food for thoughts, disks, banks, charts and computers.

????????????????????????

Youtube usually can tell us anything, here’s a video directly answering What Is Data:

Strong start in that video, Qualitative and Quantitative… and then by the end the video unwinds the definitions to include basically everything.

Maybe a technical lesson on data types will help elucidate the situation:

Data Types

Perhaps sticking to computers as a frame of reference helps us.   Data is stuff stored in a database specified by data types.  What exactly is stored?   Bits on a magnetic or electric device (hard drive or memory chip) are arranged according to structure defined by this “data” which is defined or created or detected by sensors and programs…   So is the data the bit?  the electric symbol?  the magnetic structures on the disk?  a pure idea regardless of physical substrate?

The confusing self-referential nature of the situation is wonderfully exploited by Tupper’s formula:

Tupper's formula

http://mathworld.wolfram.com/TuppersSelf-ReferentialFormula.html

What exactly is that?  it’s a pixel rendering (bits in memory turned into electrons shot a screen or LED excitations) of a formula (which is a collection of symbols) that when fed through a brain or a computer programmed by a brain end up producing a picture of a formula….

The further we dig the less convergence we seem to have.   Yet we have a “data science” in the world and employ “data scientists” and we tell each other to “look at the data” to figure out “the truth.”

Sometimes philosophy is useful in such confusing situations:

Information is notoriously a polymorphic phenomenon and a polysemantic concept so, as an explicandum, it can be associated with several explanations, depending on the level of abstraction adopted and the cluster of requirements and desiderata orientating a theory.

http://plato.stanford.edu/entries/information-semantic/

Er, that doesn’t seem like a convergence.  By all means we should read that entire essay, it’s certainly full of data.

Ok, maybe someone can define Data Science and in that we can figure out what is being studied:

https://beta.oreilly.com/ideas/what-is-data-science

That’s a really long article that points to data science as a duct taped loosely linked set of tools, processes, disciplines, activities to turn data into products and tell stories.   There’s clearly no simple definition or identification of the actual substance of data found there or in any other description of data science readily available.

There’s a certain impossibility of definition and identification looming.   Data isn’t something concrete.  It’s “of” everything.  It appears to be a shadowy representational trace of phenomena and relations and objects that is itself encoded in phenomena and relations and objects.

There’s a wonderful aside in the great book “Things to Make and Do in the Fourth Dimension” by Matt Parker

Finite Nature of Data

Finite Nature of Data

https://books.google.com/books?id=wK2MAwAAQBAJ&lpg=PP1&dq=fourth%20dimension%20math&pg=PP1#v=onepage&q=fourth%20dimension%20math&f=false

Data seems to have a finite, discrete property to it and yet is still very slippery.  It is reductive – a compression of the infinite patterns in the universe, it is also a pattern. Compressed traces of actual things.   Data is wisps of existence, a subset of existence.   Data is an optical and sensory illusion that is an artifact of the limitedness of the sensor and irreducibility of connections between things.

Data is not a thing.   It is of things, about things, traces of things, made up of things.

There can be no data science.   There is no scientific method possible.   Science is done with data, but cannot be done on data.  One doesn’t do experiments on data, experiments emit and transcode data, but data itself cannot be experimental.

Data is art.   Data is an interpretive literature.  It is a mathematics – an infinite regress of finite compressions.

Data is undefined and belongs in the set of unexplainables: art, infinity, time, being, event.

Data = Art Data = Art

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Like most things Disney, Tomorrowland is a delicious snack of seeming subsistence. This movie is chock full of “I wanna believe” and “I must be a terrible person if I don’t believe” sentiments and relationships. “We are the future”, “I can make it work”, “Light and hope – the wolf you feed”, “You still have hope”, “Anything is possible” and “We make our destiny” – are just a few of the inspirational tugs. The story itself is cute, watchable and, by in large, moving. And herein lies The Problem.

Human Progress is Not A Thing

Human Progress is Not A Thing

In an ironic twist, if that’s even an American possibility anymore, Tomorrowland, violating its own story premise, espouses overly simplified, imagination-limiting Propaganda. The movie presents the future worth chasing as people standing in amber waves of grain aweing at a technological, automated city of industry and digitization out in the distance. Hard to be irritated by the vision all of us Americans have been sold since the nanosecond we were conceived. The irony of this vision in this movie is that the realization of this future, and the children sold into it, end up creating the technology that brainwashes the world into its own destruction.

The bigger philosophical, ethical issue is that humans by in large cannot imagine a future without humans at the center of it. And in America we can’t sincerely adopt a future without technology and industry made by humans. Americans, and most “developed” societies, mostly do not view non-human growth, creativity, and prosperity on the same level as human efforts. We justify our existence by our ability to continually re-wreak havoc on the world so our human solutions can prevail again! Us humans do have a remarkable ability to solve various issues, especially through technology. But is it remarkable enough to justify our existence, and more pressingly, our proliferation in time and space?

Tomorrowland and the millions of other political, cultural narratives will never be able to ask questions penetrating enough to even hint at a possible justification. These narratives survive and thrive by preying on cognitive bias – asking “is my existence justified?”, “is my worldview accurate?”, “is my limited perception sufficient for external imposition?” isn’t exactly the stuff of mega block buster movies, toy shelf marketing, school room pledges, company missions and political campaigns. And we as consumers and producers of these narratives will not be able to imagine, adopt and create a future worth having nor even a possible future if we can’t ask those questions. The future contemplated by this Dream of the Dreamers is not one that can exist – a perpetual recycle of humans at the center of everything isn’t really a thing has been clearly demonstrated by 13.5 billion years of the universe doing its thing.

Are there popular narratives and dialectics that seem to ask deeper questions – things like “Planet of the Apes” to “The Singularity” movement to posthumanism to mathematics to most philosophy books and departments? On the surface all these things all seem to contemplate non-human centrality but they still all have anthropomorphic aspirations at their core. Anthropomorphism is very hard, if down right impossible, to avoid.

The way forward may be not be forward at all. That is, progress is a very misguided, humanistic concept. Progress is at best a relative, self-serving concept, it is not a physical law or a feature of the universe. It is a misguided concept because it guides at all. The Dream of the Dreamers is always one of Progress, never one of restraint or contemplation or admission or apology or submission.

Inside of me there is a battle. All these questions well up and make me feel like a bad father for not wanting to pass on “wisdom” but only questions. I’m a bad capitalist for questioning the unending creative destructive power of markets. I’m a bad American for questioning The Dream of the Dreamers. I’m a bad creator of technology for anguishing over its ultimate value. I’m a bad person-person for not having an identify or a mission or end goal or a five year plan and question my own centrality to my own existence. I’m a bad artist and writer for lacking happy, hopeful endings and conclusions – never answer a question with a question! I’m a bad revolutionary for not fighting every fight. and I’m definitely a bad philosopher for having no particular philosophy at all. Right?!

The Dream of the Dreamers is potent because it certainly makes for pleasant sleep and a comfortable way to get out of bed and get on with the day’s work. But it is not reality it is marketing against reality. And it is more de-pressing than the struggle with unanswerable questions.

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I often think, “these are strange times.”  As if I know what other times were like and as if they would be any less strange than now.   The thought is completely baseless.  Nonetheless, most days I drift off with a parallax feeling – something is somehow amiss.

Socrates Death

Socrates Death

Three days ago a healthy fever kept me prisoner in bed.  I turned on the TV to distract my burning brain.   For several hours I fell in and out of hysterical sleep as the MSNBC and CNN shows droned on. Finally my hand managed to dump me into the local news.   I managed to catch snippets and sound bytes on various political actions in Arkansas and Indiana and the emergence of movement on Iran Nuclear deals and the various drought issues in California.   Of course that little bit of content was sandwiched between erectile dysfunction ads, more news show promotions, political ads, and a bunch of other nonsense that was so nonsensical it didn’t register at all.

My fever provided an interesting kaleidoscope to consume all this “media.”   I barely recall the specific words, but I vividly recall lots of reddish pink faces, stunted vocal inflections, disjointed rejoinders all trying attempting to rile me out of my feverish funk and to take action – against anything.   I awoke the next morning remembering an angry opera where all the singers sing over each other and nothing makes sense but there’s a frenzy and certainly the frenzy means something because well it’s a frenzy.

This experience and any resulting thoughts aren’t really that enlightening or difficult to analyze.   We live in a cacophony of cacophonies.   We create them for each other, we consume them, we sell them to each other, we seek them out.   Media exists only as a cacophony.   Without the cacophony so many institutions and systems collapse.    Our identities and sense of almost being folds in on itself.   Without mass frenzy who needs a search engine?   Or curation tools? Or talking heads? Or journalists?   Or critics? Or pundits? Or experts? Or “likes”? Or vacations? Or spas? Or meditation centers? Or insurance? Or assurance? Or reputation management? Or pr? ….

The silence would obliterate an industrial turned digital world.  Our senses are now ill suited for the silence or slowness of a world without this recursive self generating cacophony.   The very senses so essential to our survival in what was likely a very competitive environment thousands and thousands of years ago reached what seems to me some bizarre threshold of sensation.  These every more acute senses and brains and bodies needed more than what the fabricated industrial world could deliver.  We needed media to put us back on edge.  Always keep us on the edge.  Something is out there to get me.

This is not the only way to fulfill and engage the senses and the brain and the body.  But by gosh is it the most efficient.   Thinking and engagement are costly efforts that cut into the means of production.   Philosophizing is hard to monetize.  Art shifts perspectives away from commoditization.   Walking is slow.   The mass of humankind should not engage in these activities for they lead to more of these activities.   No, listen to the cacophony and like a slot machine keep pushing the buttons (the handle is too slow), let the whistle sounds and cherry sights keep us in attention without engagement – next time, next time! The human capacity for repetitive motion and thought is nearly boundless if injected with just enough stimulation (throw in a little variation to throw the probability center off).

But it isn’t as Huxley thought it would be – habituation through pleasure – it’s more effective for production to a have a slightly disembodied sense of dread.   Pure pleasure would not keep the right chemicals flowing like dread and fear does.   Our fear of death is stronger than our desire for pleasure.

I contest that the pursuit of truth and knowledge is more powerful and sustaining than fleeing death or enjoying pleasure – but it is a hard practiced reward.  It takes a good deal of effort to get to a point where it sustains and grows.    It requires an upfront investment of the mind, body, and senses.   It forces one to give up the relentless pursuit of capital.

The human creature seeks the real – it can be trained and sustained on the near-real though.   It can hang on the edge of the real for as long as you can keep the cells alive.   But deep down the entirety of a given human seeks the real – the real world, the full view of a tree, the scent of the crisp night, the touch of another human, the lick of a dog, the view without glasses….   Without the real, we will take convincing substitutes and become sufficiently addicted until the senses have weakened and are no longer able to seek the real.

These are strange times.   They are strange because we seem to notice less and less than what the historical documents of the past suggest we were noticing previously.  Though we were ignorant then, as we are now, we seemed to appreciate that ignorance in some enlightened circles.  Instead of hiding from it, some went to their death because of their pursuit.   Now even the enlightened often seek the near-real or the unreal – the media, the virtual reality, the video games, the re-tweets, the parody news, the cable news, the ads as content, the representation vs the actual, the press statements vs a conversation, a political party vs a candidate with a feet on the ground.   That Edward Snowden didn’t cause mass uproar is only one of the main signs of this parallax situation.

We can no longer see the real.  I’m not even sure I can or ever could.

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This week my 11 year old daughter asked if she could download and join snapchat. I immediately nixed that idea. I haven’t nixed her getting involved in much else technically where the EULA allows it. Snapchat touched a chord and got me to thinking (again) about identity – how we identify ourselves – who we think we are – and who others think we are. I think about this deeply every so often, sometimes becoming unglued when I think too hard about it. It’s a complicated concept.

Who?

So many things contribute to the patterns that are what we are. Our identity and sense of place in this world – undoubtedly conditioned by the modern world – is built around physical place (and now virtual places) and social circles (and now virtual social networks) and status within established networks of influence. This was probably not always the case when people were far more nomadic and identity wasn’t tied to a hometown or a home school or a 150 person social network. But now, more than ever, identity is a thing.

I personally have moved residences over 20 times in my life. 13 of them different cities (social networks) and 5 across state lines.

Non Existence -> Born (don’t remember)
Littleton, CO (don’t remember, sorta remember)
Colorado Springs (k – 2nd grade)
Aurora, CO Laredo Circle House (2nd grade – 3rd grade???)
Aurora, CO Laredo Court House (4th grade??? – 7th grade)
Miami, FL Kendall House (8th grade)
Miami, FL Baptist Hospital House (9th grade – 10th grade)
Aurora, CO Salsaleto House (11th grade – 12th grade)
Aurora, CO Some Apartment I Forget Where (Summer before college)
Chicago, IL Woodward Court/Univ. Chicago (Freshman year college)
Aurora, CO Buckingham Mall House (Summer between Freshman and Sophomore Year)
Chicago, IL Woodward Court/Univ. Chicago (Sophomore year college)
Chicago, IL 53rd Street Apartment (summer between sophomore and junior year)
Chicago, IL Blackstone Building/University Chicago (Junior year college)
Chicago, IL 53rd Street Co-Op Apartment (summer between junior and senior year)
Santa Monica, CA 9th and Pico (1999)
Chicago, IL Roosevelt and Michigan Apartment (2000 – 2002)
Santa Monica, CA 9th and Pico (2002 – 2005)
Playa Vista, CA Fountainhead Apartment (2005 – 2006)
Venice, CA Abbot Kinney House (2006 – 2010)
Austin, TX Travis Heights House (2010 – 2011)
Austin, TX Deep Eddy House (2012)
Marina Del Rey, CA (2013 – present)

My own children have now moved 5 times (the oldest one) and twice across state lines.

And these are just the residence moves – not all the jobs, schools, social circles, life phases and other changes that go into making up our context and our history. I have 692 friends on facebook, a couple hundred followers on twitter, tens of followers on instagram, one attempt at snapchat, fifty pinterest followers and so on. Sometimes I think of this all as an audience, which is quite insane to me as a concept but I doubt I’m the only one that feels like they have an audience online. I’ve done speaking engagements at conferences, I’ve written 8 years of blogs, somehow I authored several whitepapers, I think i have a patent or three, I’ve performed in 40+ live theater shows, I built hundreds of websites and mobile apps with between 1 and 50 million users a month…. WHAT THE F*** DOES IT ALL ADD UP TO? WHO AM I? and WHY IS THAT EVEN A QUESTION?

It’s a question because my daughters keep finding new ways to “express themselves” and “connect to others.” They “identify” with my wife or myself by saying “oh, i’m so like mom!” They intellectually get the ideas of genetics and art and fashion and learning and the delineation between it all.  They are very keen at telling me I don’t “get” them…. I keep waiting for the day when the TSA finally says they are full human identities and require proof of the case (driver’s license/passport).

It’s also a question because everyday the Western world bombards each other in ways such as:
“what am I worth?”
“tell me about your past.”
“are you this ism or that ism?”
“what party are you?”

and every other variation of class, job history, race, culture, language, outward appearance…

Anchors is my best guess at identities. Us, limited beings, pattern creating and recognizing beings find ways to lay anchors and say THIS IS ENOUGH – THIS IS WHERE I’M DROPPING ANCHOR and REMEMBER THIS. We drop these anchors – which are complex patterns we simplify – and label them as classes, races, job titles, cultures, state lines, political parties, etc. We drop anchors to save energy. That is, we hope the anchors keep us from having to remember all of the context and history that lead us to here when we are in the heat of the moment of making a decision. We want to save time when working out who we hire, with whom we partner, with whom we commune, with whom we war…

Unfortunately.

Identity is an illusion.

We are not the isms, the races, the classes, nor the anchors we drop. We all are ever evolving changing masses of organs, cells, and atoms that respond to the changes around them. We are connected – to each other, to the Web, to the world, to nature, to everything that passes gamma rays into us – EVERYTHING.

And this isn’t a ZEN kind of thinking i’m talking about. It’s a very simple, real concept that *WE* don’t EXIST. and the idea that WE EXIST is a major reason why “we” all end up fighting and destroying and gloating and taking credit and paying dues and every other manner of paying homage to an illusion. We do this because the delusion of singular identity is efficient in many respects. Capital markets reward identities. Democracies, despite their conceptual idea of the masses, reward identities. Social media and the internet reward identities.

And in all this efficiency created by identities we actually end up destroying things. Identities are the most efficient destructive concepts we’ve collectively devised. They shut everything down. They allow entire populations to be ignored. They tune our attention out. They tune our own senses out.

It makes sense this is so and that it persists.

Can it be resisted? *I* don’t know. Can we live without it?  I don’t know.

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Recently there’s been hubbub around Artificial Intelligence (AI) and our impending doom if we don’t do something about it. While it’s fun to scare each other in that horror/sci-fi movie kind of way, there isn’t much substance behind the various arguments floating about regarding AI.

The fears people generally have are about humans losing control and more specifically about an unrestrained AI exacting its own self-derived and likely world-dominating objectives on humankind and the earth. These fears aren’t unjustified in a broad sense. They simply don’t apply to AI, either the artificial nor the intelligence part. More importantly, the fears have nothing to do with AI but instead with the age-old fear that humankind might not be the point of all existence.

We do not have a functional description of intelligence, period. We have no reliable way to measure it. Sure we have IQ or other tests of “ability” and “awareness” and the Turing Test but none of this actually tell you anything about “intelligence” or what might actually be going on with things we consider intelligent. We can measure whether some entity accomplishes a goal or performs some behavior reliably or demonstrates new behavior acquisition in response to changes in its environment. But none of those things establish intelligence and the presence of an intelligent being. They certainly don’t establish something as conscious or self-aware or moral or purpose driven nor any other reified concept we choose as a sign of intelligence.

The sophisticated fear peddlers will suggest of the above that it’s just semantics and we all know what we mean in a common sense way of what intelligence is. This is simply not true. We don’t. Colleges can’t fully count on the SAT, phrenology turned out to be horribly wrong, the Turing Test isn’t poor by definition, and so on. Go ahead, do your own research on this. No one can figure out just exactly what intelligence is and how to measure it. Is it being able to navigate a particular situation really well? Is it the ability to assess the environment? Is it massive pattern matching? Is it particular to our 5 senses? One sense? Is it brain based? Is it pure abstract thinking? What exactly does it mean to be intelligent?

It’s worse for the concept of artificial. It’s simply the wrong term. Artificial comes from very old ideas about what’s natural and what’s not natural. What’s real is what the earth itself does and not what is the work of some humankind process or a machine. Artificial things are made of metals and powered by electricity and coal and involve gears and circuits. Errrrr. Wait… many things the earth makes are made of metal and their locomotion comes from electricity or the burning of fuel, like coal. In fact, humans were made by the earth/universe. The division between artificial and natural is extremely blurry and is non-existent for a reified concept like intelligence. We don’t need the term artificial nor the term intelligence. We need to know what we’re REALLY dealing with.

So here we are… being pitched a fearsome monster of AI which has zero concrete basis, no way to observe it, and zero examples of its existence as described in most discussions. But still the monster is in the closet, right?

For the sake of argument (which is all these counter-factual future predictions of doom are) let’s assume there is some other entity/set of entities that is more “intelligent” that humans. We will need to get a sense of what that would look like.

Intelligence could be loosely described by the presence of complex, nuanced behaviors exhibited in response to the environment. Specifically an entity is observed as intelligent if it responds to changing conditions (internal as well as environmental) effectively. It must recognize changes, be able to adjust to those changes, and evaluate the consequences of made changes as well as any changes the environment has made in response.

What seems to be the basis of intelligent behavior (ability to respond to complex contingencies) in humans comes from the following:

  • Genetic and Epigenetic effects/artifacts evolved from millions of years of evolutionary experiments e.g. body structures, fixed action patterns
  • Sensory perception from 5 basic senses e.g. sight, touch, etc
  • Ability to pattern match in a complex nervous system e.g. neurological system, various memory systems
  • Cultural/Historical knowledge-base e.g. generationally selected knowledge trained early into a new human through child rearing, media and school
  • Plastic biochemical body capable of replication, regeneration and other anti-fragile effects e.g. stem cells, neuro-plasticity
  • more really complex stuff we have yet to uncover

Whatever AI we think spells our demise most likely will have something like above (something functionality equivalent). Right? No? While there is a possibility that there exists some completely different type of “intelligent” being what I’m suggesting is that the general form of what would be akin to “intelligent” would have these features:

  • Structure that has been selected for fitness over generations in response to its environment and overall survivability
  • Multi-modal Information perception/ingestion
  • advanced pattern recognition and storage
  • Knowledge reservoir (previously explored patterns) to pull from that reduces the need for a new entity to explore the space of all possibilities for survival
  • Resilient, plastic and replication mechanism capable of abstract replication and structural exploration

And distilling that down even more raw abstractions:

  • multi-modal information I/O
  • complex pattern matching
  • large memory
  • efficient replication with random mutation and mutation from selected patterns

What are the implementation limits of those abstracted properties? Turns out, we don’t know. It’s very murky. Consider a rock. Few of us would consider a plain old rock as intelligent. But why not? What doesn’t it fulfill in the above? Rocks adjust to their environment – think of erosion and the overall rock cycle. Their structures contain eons of selection and hold a great deal of information – think of how the environment is encoded in generational build of a rock, it’s crystal structure and so forth. Rocks have an efficient replication scheme – again, think of the rock cycle, the make of a rock being able to be adsorbed into other rocks and so forth.

Perhaps you don’t buy that a rock is intelligent. There’s nothing in my description of intelligence or the reified other definitions of intelligence that absolutely says a rock isn’t intelligent. It seems to fulfill on the basics… it just does so over timescales we’re not normally looking at. A rock won’t move through a maze very quickly or solve a math problem in our life time. I posit though it does do these things over long expanses of time. The network of rocks that form mountains and river beds and ocean bottoms and the entire earths crust and the planets of our solar system exhibit the abstract properties above quite adeptly. Again just at spacetime scales we’re not used to talking about in these types of discussions.

I could go on to give other examples such as ant colonies, mosquitoes, dolphins, pigs, The Internet and on and on. I doubt many of these examples will convince many people as the reified concept of “intelligence as something” is so deeply embedded in our anthropocentric world views.

And so I conclude those that are afraid and want others to be afraid of AI are actually afraid of things that have nothing to do with intelligence – that humans might not actually be the alpha and omega and that we are indeed very limited, fragile creatures.

The first fear from anthropocentrists is hard to dispel. It’s personal. All the science and evidence of observation of the night sky and the depths of our oceans makes it very clear humans are a small evolutionary branch of an unfathomably large universe. But to each person we all struggle with our view from within – the world literally, to ourselves, revolves around us. Our vantage point is such that from our 5 senses everything comes into us. Our first person view is such that we experience the world relative to ourselves. Our memories are made of our collections of first person experiences. Our body seems to respond from our own relation to the world.

And so the fear of an AI that could somehow spell our own “top of the food chain” position makes sense while still being unjustified. The reality is… humans aren’t the top of any chain. The sun will one day blow up and quite possibly take all humans out with it. Every day the earth spins and whirls and shakes with winds, heat, snow, quakes and without intention takes humans out in the process. And yet we don’t fear those realities like folks are trying to get us to fear AI. The key to this fear seems to be intention. We’re afraid of anything that has the INTENT, the purpose, the goal of taking humans and our own selves out the central position of existence.

And where, how, when, why would this intent arise? Out of what does any intent arise? Does this intent actually exist? We don’t really have any other data store to try to derive an answer to this other than humanity’s and our own personal experience and histories. Where has the intent to dominate or destroy come from in humans? Is that really our intent when we do it? Is it a universal intent of humankind? Is it something intrinsically tied to our make up and relation to the world? Even if the intent is present, what are its antecedents? And what of this intent? If the intent to dominate others arises in humans how are we justified in fearing its rise in other entities?

Intent is another reified concept. It doesn’t really exist or explain anything. It is a word that bottles up a bunch of different things going on. We have no more intention than the sun. We behave. We process patterns and make adjustments to our behavior – verbal and otherwise. Our strategies for survival change based on contingencies and sometimes our pattern recognition confuses information – we make false associations about what is threatening our existence or impeding our basic needs and wants (chasing things that activate our adrenaline and dopamine production…). It’s all very complex. Even our “intentions” are complex casual thickets (a concept I borrow from William Wimsatt).

In this complexity it’s all incredibly fragile. Fragile in the sense that our pattern recognition is easily fooled. Our memories are faulty. Our bodies get injured. Our brains are only so plastic. And the more or survival depends on rote knowledge the less plastic our overall machinery can be. Fragile, as refereed to here, is a very general concept about the stability of any given structure or pattern – belief system, behavioral schedule, biochemical relations, rock formations… any structure.

The fear involved in fragility and AI is really about less complex entities that are highly specialized in function, sensory scope and pattern matching ability. The monster presented is a machine or group of machines hell-bent on human subordination and destruction with the weaponry and no-fragility in its function or intent – it cannot be diverted by itself nor an outside force.
OR

We fear the accidental AI. The AI that accidentally happens into human destruction as a goal.

In both cases it is not intelligence we fear but instead simple exploitation of our own fragility.

And yet, as appealing as a fear this seems to be, it is also unjustified. There’s nothing that suggests even simple entities can carry out single “purpose” goals in a complex network. The complexity of the network itself prevents total exploitation by simple strategies.

Consider the wonderful game theoretic models that consider very simple games like the Prisoner’s Dilemma and how it turns out simple Tit-For-Tat exploitation models simply do work over the long-term as domination strategies. It turns out that even in very simple situations domination and total exploitation turns out to be a poor survival strategy for the exploiter.

So domination itself becomes nuanced strategy subject to all sorts of entropy, adjustments and complexity.

Maybe this isn’t a convincing rebuttal. After-all what about a simple idea that what if someone created really simplistic AI and armed it with nuclear warheads. Certainly even a clumsy system (at X time or under Y conditions, nuke everything) armed with nukes would have the capability to destroy us all. Even this isn’t a justified fear. In the first place, it wouldn’t be anything at all AI like in any sense if it were so simple. So fearing AI is a misplaced fear. The fear is more about the capability of a nuke. Insert bio-weapons or whatever else WMD one wants to consider. In all of those cases it has nothing to do with the wielder of the weapon and it’s intelligence and everything to do about the weapon.

However, even having a total fear of WMDs is myopic. We simply do not know what the fate of humankind would be nor of the earth should some entity launch all out strategies of mass destruction. Not that we should attempt to find out but it seems a tad presumptuous for anyone to pretend to be able to know what exactly would happen at the scales of total annihilation.

Our only possible data point for what total annihilation of a species on earth might be that of dinosaurs and other ancient species. We have many theories suggesting about their mass extinction from the earth, but we don’t really know, and this extinction took a very long time, was selective and didn’t end up in total annihilation (hell, and likely lead to humanity… so…) [ see this for some info: http://en.wikipedia.org/wiki/Cretaceous%E2%80%93Paleogene_extinction_event].

The universe resists simple explanations and that’s likely a function of the fact that the universe is not simple.

Complex behavior of adaptation and awareness is very unlikely to bring about total annihilation of humankind. A more likely threat is from simple things that accidentally exploit fragility (a comet striking the earth, blotting out the sun so that anything that requires the sun to live goes away). It’s possible we could invent and/or have invented simple machines that can create what amounts to a comet strike. And what’s there to fear even in that? Only if one believes that humanity, as it is, is the thing to protect is any fear about its annihilation by any means, “intelligent” or not, justified.

Protecting humanity as it is is a weak logical position as well because there’s really no way to draw a box around what humanity is and whether there’s some absolute end state. Worse than that, it strikes me personally, that people’s definition of humanity when promoting various fears of technology or the unknown is decidedly anti-aware and flies counter to a sense of exploration. That isn’t a logical position – it’s a choice. We can decide to explore or decide to stay as we are. (Maybe)

The argument here isn’t for an unrestrained pursuit of AI. Not at all. AI is simply a term and not something to chase or prevent unto itself – it literally, theoretically isn’t actually a thing. The argument here is for restraint through questioning and exploration. The argument is directly against fear at all. Fear is the twin of absolute belief – the confusion of pattern recognition spiraling into a steady state. A fear is only justified by an entity against an immutable pattern.

For those that fear AI, then you must, by extension, fear the evolution of human capability – and the capability of any animal or any network of rocks, etc. And the reality is… all those fears will never result in any preventative measures against destruction. Fear is stasis. Stasis typically leads to extinction – eons of evidence make this clear. Fear-peddlers are really promoting stasis and that’s the biggest threat of all.

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“If you can’t explain it simply, you don’t understand it well enough.”

– Albert Einstein

Perhaps Albert Einstein said this.   It seems like a worthy ideal.  Except it really doesn’t work out.  At all.

Here are just a few straightforward, well known concepts that don’t give up to simple explanations even though we all assume they do.


what:
e = mc^2

http://en.wikipedia.org/wiki/Mass%E2%80%93energy_equivalence

why:
http://www.amazon.com/gp/product/B002TJLF7W?btkr=1
http://www.askamathematician.com/2011/03/q-why-does-emc2/


what:
1+1 = 2

why:
http://en.wikipedia.org/wiki/Principia_Mathematica (300+ pages of proof required)


what:
this is the color red

why:
http://www.crayola.com/for-educators/resources-landing/articles/color-what-is-color.aspx
http://plato.stanford.edu/entries/color/#ProCol


Simple explanations are usually very broad strokes and at a minimum only indicative of what might be going on.  Any serious and remotely accurate explanation about anything is nuanced, open ended and will inevitably be amended in the future.

There’s pressure in this culture, in the US, to make everything simple.  This devotion to simplicity is a trap and often a very dangerous one.  It rears its head in politics, business, social situations, religion and pretty much every other facet of our culture.

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