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Re:A Neuroscientist’s Theory of How Networks Become Consciou... by Xcelerate on Wednesday October 29, 2014 @09:41PM (#8530925)
> Why we should live in such a universe is a good question, but I don’t see how that can be answered now.

His last point here is salient. Much like the various interpretations of quantum mechanics, any theories of consciousness are untestable. But my problem with "consciousness" is that it's not even a well-defined concept. Suppose I replace all occurrences of "consciousness" in that article with the word "qualgma". It makes just as much sense.

Gravity, electrons, and energy are all concepts that are defined to exist as the manifestation of certain physical phenomena that can be modeled and predicted with mathematical equations. These words are just English simplifications of the equations.

But consciousness has no such analogue. It's just a term that people throw around when they talk about the brain. I believe that over time, it has started to acquire a more well-defined meaning -- something along the lines of "the emergent properties of the brain's activity resulting from lower-level processes". This is similar to how a human body is just the emergent result of many atomic interactions. This version of consciousness can be modeled, theorized about, and tested experimentally. There's nothing magical about. As the brain's neural circuitry becomes better understood, you could say consciousness is a simplified model that still has good predictive capability.

However, I would also like to focus on a much more interesting topic in the article:

> My consciousness is an undeniable fact. One can only infer facts about the universe, such as physics, indirectly, but the one thing I’m utterly certain of is that I’m conscious.

I believe Koch is conflating two distinct concepts. If we take the definition of consciousness as the predictive modeling of the brain, then this is something totally different than what he's talking about here. Let me alter his quote:

> That I experience my existence is an undeniable fact. One can only infer facts about the universe, such as physics, indirectly, but the one thing I’m utterly certain of is that I am experiencing existence.

It's really astonishing to me that he words it this way, because independently I have thought almost exactly the same thing for a long time.

I've often struggled to put this notion into words, but let me try it in a new way with an analogy. Suppose you see an apple floating in front of you. You tell other people "Look at this apple!" But they just go "What apple?" So, you try to get crafty. You take a picture of the apple with a digital camera. But when you show people the photo on the computer, they still see no apple. So you zoom in on the pixels and start copying the RGB values for each one by hand onto paper. "Look, this value is 237!" you say. And you sit down with a friend, and start calling each and every pixel's values out as he puts them in manually into his image editing program. When he's does, you say "Ha! Look, there's my apple, right on your screen! And you put it in there yourself!" But he stares at you quizzically, and says, "I still see no apple; just an empty table." And no matter what kind of tricky experimental method you try to come up with to get everyone else to understand the concept of this apple that's always floating in front of you, every attempt to catch it produces a representation of the apple for you and nothing for everyone else.

It's frustrating because the people you tell about the apple say "Well, you have provided no testable predictions, and no data that can be independently verified by everyone else in society. Clearly your apple doesn't exist." But it does! You know it does! In fact, out of everything that constitutes reality, the floating apple is the one thing you're most sure of. Frustrated, you walk around thinking you're crazy until one day someone says, "Well, I don't see an apple floating in front of you, but do you see the orange floating in front of me?" Which, of course, you don't.

Now replace "apple" with "the fact that I am experiencing my own existence". It's an element of reality that is only apparent to you on a personal level, and since it isn't testable by other people, it is not a part of their reality, and thus does not exist as far as they are concerned. And thus it's not science. Yet even though it's not science, it is the one thing in life I am most certain of. My five senses could all be faked with advanced enough neural circuitry. I could be in an entirely simulated environment, with entirely simulated physics. So when I order things in probability of how likely they are to be an illusion, experiencing existing falls at the lowest probability. In fact, you could strip me of all my senses and put my brain in a vat, and as long as it's running, I'm still experiencing existence.

If the idea bothers you that things might exist that are incapable of being verified consensually by society, look at this image of all the particle interactions (so far discovered): http://upload.wikimedia.org/wikipedia/commons/thumb/4/4c/Ele...

If you'll notice, gluons "hang on" to the rest of the particles by merely one interaction. If this interaction was not present, as far as positivists are concerned, then gluons don't exist. But that seems entirely unreasonable to me. I could imagine plenty of particles that could "exist" that simply don't have an interaction with the ones in the standard model that constitute our reality.

Anyway, this is probably the most bizarre post I've ever written on HN, but hopefully what I'm trying to convey "clicks" for some people.

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by spenuke on Wednesday October 29, 2014 @09:59PM (#8530967)
Two thoughts:

1. Your nearest definition of consciousness "emergent properties of lower level functions" or something along those lines doesn't really cut it, either. To say that something is an emergent property of another thing, without showing the steps of that emergence is kind of like defining red as "an emergent property of the sun and a sheet of cellophane". It's HOW it emerges that's the hard question.

2. If you were pleased to hear another person's discovery that "my experience of experiencing is irrefutable", you might like to read Descartes's account from over 400 years ago in his Discourse on Method.

He veered off into some strange and tenuous territory, but the opening of that book is excellent and it uses that discovery (a.k.a. the Cogito - I think, therefore I am) as the first axiom from which to build a whole philosophical system, and it's a really interesting read.

This is the guy who invented algebraic geometry, from which we get the Cartesian plane, and the idea of ordered pairs, which is such a fundamentally useful idea that it's hard to see just how brilliant a discovery it was. He had some things to say about consciousness that have not yet been improved upon.

EDITED to say that the book I was talking about was Descartes's Meditations on First Philosophy, for anyone interested. He decides, "let's doubt that anything at all exists, just doubt everything - where does that take us?"

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by ekianjo on Thursday October 30, 2014 @12:14AM (#8531343)
In the same Discourse on Method, Descartes makes assumptions about how the human body works and these assumptions are completely wrong. Interesting read just to see how someone perfectly logical can be completely wrong at the same time.
Re:A Neuroscientist’s Theory of How Networks Become Consciou... by cristianpascu on Thursday October 30, 2014 @07:58AM (#8532403)
It was not completely wrong if he was right about some things. It's one thing to say someone broke a window and another thing to say who and how and when. He proposed an explanation which know now to be false. But the thing to be explained is still there.

Sad thing is that much of the literature in philosophy of mind will discard dualism solely on the fact that past attempts to explain dualism have failed. And more over, some have just failed to convince the opposite side, which is open for subjectivity.

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by spenuke on Thursday October 30, 2014 @09:23AM (#8532726)
Oh, for sure. Aristotle is an even better example. Doubtlessly one of the best minds on record, and yet he came up with a "completely wrong" model of the universe. Really makes you question what we are so sure about these days, and also what it means to be wrong - Aristotelian physics worked well enough to be useful for a thousand years.
Re:A Neuroscientist’s Theory of How Networks Become Consciou... by jamesaguilar on Thursday October 30, 2014 @02:28AM (#8531689)
Re:A Neuroscientist’s Theory of How Networks Become Consciou... by benpbenp on Thursday October 30, 2014 @04:23AM (#8531895)
This is very very good. Thank you for taking the time to make that comment. I have often struggled to make this same point but find that many people today are so deeply committed to a worldview of scientific materialism (the objects of physics constitute all that is), positivism (everything true must have empirical evidence), and a general anti-philosophicalism, that they just cannot accept it.

I think it just goes to show how sick and deficient that worldview is. Have you witnessed that cliche in some films where a character confronts a scientist and says, "But there's more to life than cold hard facts! What about love and art and seeing your child go to school and ...!" And all the scientists watching the film scoff and think that's just fluffy and inexact and those are just emergent properties anyway. And it's true, it is fluffy and inexact. What the character should say is, "What about the fact that I experience my own existence!", just like you've said it. And then, afterwards comes love and free will and personhood and all the other stuff. But the hard problem of consciousness is the immaterial's undeniable "foot in the door". If you are interested in a true philosophy of all that is, pay attention!

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by stiff on Thursday October 30, 2014 @01:41AM (#8531577)
> > That I experience my existence is an undeniable fact. One can only infer facts about the universe, such as physics, indirectly, but the one thing I’m utterly certain of is that I am experiencing existence.

> It's really astonishing to me that he words it this way, because independently I have thought almost exactly the same thing for a long time.

This is just the famous "cogito ergo sum" of Descartes, dating back to the 17th century. A significant piece of epistemology is devoted to criticizing this reasoning:

http://plato.stanford.edu/entries/descartes-epistemology/#4

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by ridgeguy on Thursday October 30, 2014 @02:19AM (#8531665)
Well and thoughtfully said, thank you.

I find consciousness perhaps the hardest of the hard problems, in particular the self-awareness aspect of the phenomenon. I experience it, as I suspect (but can't prove) do the rest of HN's participants. But damned if I can figure out how it emerges from organized systems such as ourselves or even whether it's necessary.

I can imagine going about my day emitting behaviors without self-awareness: stimulus/response, variation/selection/inheritance over the short and long term yielding the rich behavior we associate with ourselves, our conspecifics, and the other critters we share the planet with. I can imagine everyone and everything else doing the same - behaving, absent awareness. So far, I haven't seen how consciousness is required for behavior.

And yet I feel aware, never mind that I don't see why that's required. Inevitably, that suggests to me a continuum of consciousness, from less organized to more organized systems. For me, it's a long walk from the Nernst equation and neuronal membrane potentials to my dog's happy disposition, which algorithmically seems to be wag more, bark less.

It's good there are hard problems to think about.

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by Xcelerate on Thursday October 30, 2014 @03:21AM (#8531787)
> I experience it, as I suspect (but can't prove) do the rest of HN's participants.

Wouldn't it be interesting if science had to be advanced by resorting to individual proofs? In other words, currently we can perform one experiment and have everyone else verify what we have done by looking at our results.

It may turn out that there are some aspects of reality that can only be "proven" at the individual level; however, one would assume that this applies to everyone equally.

Continuing my analogy above, if everyone can "prove" to themselves that their own floating fruit exists (even though they can't see everyone else's), that should be enough to consider it science in my opinion.

(In essence, we move from global consensus about one event to global consensus about many similar, but individual events.)

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by kefka on Thursday October 30, 2014 @07:04AM (#8532240)
Where things gets interesting, is when you realize you can manipulate the other person's orange through your own view. that realization comes with the fact that consciousness, I believe, is shared across all living beings.

My experiences with my own practices indicate that these closed off views are indeed not closed off. be aware, that my practices involve the esoteric and the occult. Many people are not comfortable with these discussions and will actively refute any merit whatsoever. Interestingly enough, I do my own semi - scientific theories regarding the occult, only that N=1, me. And I also have to acknolodge that my own sensors also can actively deceive me (placebo).

I've given up on proving this or that phenomenon within an esoteric background. Either you practice and have seen these things for yourself (and another N=1), or you haven't.

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by eli_gottlieb on Thursday October 30, 2014 @06:25AM (#8532159)
>I can imagine everyone and everything else doing the same - behaving, absent awareness.

In which case you are reasoning in error: people's behavior depends on their subjective experience quite a lot of the time. You simply couldn't get the same behaviors without the experiences.

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by ivanca on Thursday October 30, 2014 @04:34AM (#8531917)
You all seem talking as if consciousness is a Boolean, rather than a float number, which is likely the case. This has been strongly hinted by scientific research on some types of (non-human) primates: those who when exposed to mirrors are able identify themselves as the ones in the reflection.

Is also testable on kids: before the age of 3 they are unable to identify themselves as the people in any reflection. They slowly acquire this ability plus all the other traits we cluster in the word "consciousness"; including things such as conscious self-preservation, language, adaptive/abstract thinking, etc.

>If the idea bothers you that things might exist that are incapable of being verified consensually by society

This is nitpicking: But it depends way to heavily in what "society" means here, there is still people who believe heart is 6000 years old; so is never all people. the majority of people knows nothing about nuclear physics, and that doesn't make it false nor non-science.

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by hyperion2010 on Thursday October 30, 2014 @01:29AM (#8531546)
I tried to make this point to two neurosciences a few weeks ago and they basically said "but consciousness IS well defined" and I really had to scratch my head because they appealed to "I know it when you see it" logic which is completely useless when trying to figure out the physical phenomena that produces conscious experience. Actually, on reflection it seems that it makes the point that we do not even have a good working definition for consciousness all the more obvious.

On the deeper observation here: there are plenty of things that can exist, but whether they actually have being in this universe is a trickier question.

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by MarkPNeyer on Thursday October 30, 2014 @02:00AM (#8531616)
hofstadter has a pretty decent defintion worked out in 'godel, escher, bach" and "i am a strange loop":

consciousness arises when systems in the brain model the external world, and then begin modeling their modelling of the external world, and then begin modelling their modelling of their modelling...

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by randallsquared on Thursday October 30, 2014 @07:42AM (#8532337)
Perhaps Hofstadter has a definition of consciousness, but what you gave is a (right or wrong) description of how consciousness is implemented, which is not what most people would call a definition.
Re:A Neuroscientist’s Theory of How Networks Become Consciou... by ajuc on Thursday October 30, 2014 @05:03AM (#8531973)
And can do this without crashing/hanging forever.
Re:A Neuroscientist’s Theory of How Networks Become Consciou... by bane on Thursday October 30, 2014 @09:10AM (#8532679)
> I'm experiencing existence

Right, but I don't think this is as unrecognized as you think. Entire systems of ethics are built on the assumption that since I'm experiencing existence, and you are roughly the same as me, you're probably experiencing existence too.

Some systems expand on this and stretch or restrict the definition of "same" from "skin color" to "has a central nervous system" and other notions.

The longer I'm around, the more I start to think that this experience can be really different. Quite a bit of research is going into some fragments of this topic, we call it "intelligence". And we come back surprised whenever we find out that something which we didn't think of as "the same as us", like an octopus, can have it's own "experience of existing".

More recently there's a growing body of work that's starting to show that things even less similar to us might have an experience in their own way. We're finding out plants, for example, have all kinds of interesting and subtle ways of responding to the universe. People are afraid to call this "intelligence", but there's definitely something there.

It may be more that "life", of any kind, can be considered under this notion of experience, and not just self-similar things.

A different spin, "you are the universe experiencing itself"

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by emotionalcode on Thursday October 30, 2014 @10:13AM (#8533007)
> If you'll notice, gluons "hang on" to the rest of the particles by merely one interaction. If this interaction was not present, as far as positivists are concerned, then gluons don't exist. But that seems entirely unreasonable to me. I could imagine plenty of particles that could "exist" that simply don't have an interaction with the ones in the standard model that constitute our reality.

A problem is that when we use concepts to describe new concepts, lots of little assumptions tag along each referenced concept that may be different to every person. So, when I explain a concept, many people may understand my concept differently, while some may understand my concept precisely.

There is a difference between 'what could exist' versus 'what is assumed to exist'. When we communicate, we have to be very careful about the definitions of terms and their context.

I say "tree", we both may think of a tree in our minds. Your tree may come with assumption that the tree must have leaves in order to be a tree. My tree may come with the assumption that a tree does not need to have leaves, in order to be a tree. Neither of us may touch upon this point, while we are busy communicating about trees, and I think that is what is most important to recognize.

The rest of what you say though, did click for me, so thank you.

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by netcan on Thursday October 30, 2014 @10:20AM (#8533048)
I'm not sure this gets you where you want to go but...

You can find common ground between the statement you quoted if you want to take solipsism as your definition of "consciousness." IE, experiencing your own existence is consciousness, or is the test for it.

That isn't necessarily a bad definition. I quite like it.

What I've never liked is this CS Philosophical debate. It devolves into semantics so often it makes me suspect that's most of what it is. We define consciousness in terms of what it does, in which ace we may discover multiple solutions. Or, we can define it in terms of how it does it, in which case we'll have to wait until it's discovered before we can see what it does. Either way, the word consciousness is not useful enough to merit all this trouble it causes.

Contemplating its own undeniable here-ness, that's the kind of spiritualism that separates bloodbags from greaseballs, for now.

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by thibauts on Thursday October 30, 2014 @06:49AM (#8532210)
I think you partly nailed it with I am experiencing existence. We experience the process of experiencing. Then I think you're wrong when you say consciousness can't be measured. It probably can.

What we have here is a system receiving inputs, observing how it reorganises itself under these inputs and influencing this reorganisation based on the results of previous experiences. For sure we can measure that a system doesn't merely learn but influences its own learning process depending on previous learning experiences. This may be what allows us to project knowledge from a domain to another, and what allows us to produce artificial knowledge by learning from others. We produce arbitrary connections through memory / continuity of experience and communication. This would provide a basis and a reason for language and societies.

What we miss here is a self-sense, and Koch hints at it IMHO. Integration may be key. I'd say dependency to make it clearer, state dependency. Two linked states where one reflects exactly the value or the other could effectively be labeled as one. They would feel as one, too. What I define as "me" is what has direct influence on me and what I have direct influence on. There isn't a clear boundary though. This definition still has a problem as we define me as what is related to me, so maybe a better definition could be found by taking it by the other end and defining as feeling like an individual "me" every intergrated conscious instance significantly disconnected from the others. A fragmented big abstract me, for short.

If we define consciousness this way it exists in the positivist framework (which satisfies me a lot) and yet it can exist in more exotic frameworks too, like the ones where one can experience that everything ultimately depends on everything when seen under the right scale, and that the sense of self can be extended to everything.

I'm still unable to devise a clear experiment to prove consciousness defined this way though, maybe because I'm plain wrong and it's impossible !

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by sgt101 on Thursday October 30, 2014 @03:34AM (#8531813)
You say "not science" but do you actually mean "not verified by the scientific method, yet"? It may be that the perception of self by another remains a meaningless collection of words, or progress may provide instruments that enable verification.
Re:A Neuroscientist’s Theory of How Networks Become Consciou... by codebolt on Thursday October 30, 2014 @03:58AM (#8531846)
I've been pondering these same issues for well over a decade as well, but I've become partial to the Penrose-Lucas argument which implies that there is some sort of non-computational (perhaps even non-physical) component to human consciousness.

http://en.wikipedia.org/wiki/Orchestrated_objective_reductio...

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by amelius on Thursday October 30, 2014 @08:30PM (#8536672)
I believe the problem is not that we can't define the "experience of existence", because this phenomenon could exist entirely independently of our physical (scientific) reality. The problem is that there is an interaction between the experience of "I am aware" and the physical reality, for otherwise, we would not be discussing this topic here!
Re:A Neuroscientist’s Theory of How Networks Become Consciou... by hedning on Wednesday October 29, 2014 @11:05PM (#8531126)
I think what a lot of people mean when they say consciousness is "what is being directly experienced" (ie. the experience of ones own existence). Now there's seems to be more restricted definitions around, but this one is to me the most self evident, and useful (and I'm not aware of any other word that does the job, which is kind of mad).
Re:A Neuroscientist’s Theory of How Networks Become Consciou... by halfcat on Thursday October 30, 2014 @09:01AM (#8532628)
>Now replace "apple" with "the fact that I am experiencing my own existence"

I find it interesting to replace "apple" with "UFO", and you get a scenario that is no longer theoretical.

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by agumonkey on Thursday October 30, 2014 @03:37AM (#8531816)
Maybe it doesn't exist and is just humans own limits and wondering they throw at each others. Can a protocol knows it's in water ?
Re:A Neuroscientist’s Theory of How Networks Become Consciou... by TheOtherHobbes on Thursday October 30, 2014 @08:27AM (#8532510)
>I believe Koch is conflating two distinct concepts.

I believe Koch is conflating many distinct concepts - as most of the consciousness research field seems to.

How can you say anything useful until you define your terms?

It seems to me humans have many different layers of experience:

Visceral pain/pleasure Instinctive drives Emotional/limbic experiences Locational (physical mapping) Memory-based/learned Abstract/intellectual/symbolic

Consciousness is another kind of experience which adds a symbol that works a bit like JavaScript's 'this', and seems to create a level of experiential indirection - so instead of sensing something directly, you experience how it affects the 'this' symbol. It seems to do this by abstracting the experience and simultaneously comparing it with an associative database of previous experiences, using all of the circuits in the list. (And probably others too - I won't pretend this is a complete model.)

You need some basic ability to abstract to have a 'this.' The better you are at it, the more bandwidth passes through the experience/memory/abstraction/future prediction/new memories system.

Simpler animals have basic input circuitry, and they learn instinctively without abstraction.

But... I'd guess surprisingly many animals of all kinds have a 'this' network. The human advantages are a 'this' network with more bandwidth, a much improved ability to learn from experiential invariants, an ability to make useful predictions, and an ability to store and communicate 'this' experiences using external technologies.

If this sketch is accurate, consciousness doesn't have to be mysterious. But it also doesn't depend on a simple connection count.

The Internet won't be conscious because it has no 'this' network. It has no pain/pleasure circuits, no emotional circuits, and no instinctive drives. But most of all it has no ability to compare memories with current experiences and to abstract learning from that. There are systems - like Google search - which have incredibly basic precursors to abstraction/learning/prediction. But they still mostly run on a batch basis with input->processing->output, and no explicit self-concept state memory.

My guess is that if you built a system from these elements and included the current state of the art - or better - machine learning, machine vision, and natural language elements, with useful analogs of instinctive drives and the other animal fundamentals, you'd potentially have something that at least acted and sounded conscious, and would likely do some unexpected things. (Which is one of the practical ways we think we recognise consciousness. Conscious entities are hard to model. In fact we're probably easier to model than we think we are, but face to face, consciousness in other people usually implies surprises.)

Whether or not it would be truly self-aware or just pretending is a question that's impossible to answer without resorting to metaphysics.

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by Vraxx on Thursday October 30, 2014 @01:12PM (#8534286)
I really like this idea that you fleshed out in this post, it seems to relate more to the more common concepts of "consciousness" that are usually referenced. I do think that your description and Koch's don't necessarily have to be disjoint, it is possible that the "simple connection count" is highly correlated with this pattern of self that you have identified. The specific subsystems that you listed may just be very effective (and thus common) ways that this theme of consciousness usually emerge, though not necessarily the only ways. Disclaimer: I tend to think of this subject as more speculation than science anyways, at least currently, thus the opinions I have voiced are just that.
Re:A Neuroscientist’s Theory of How Networks Become Consciou... by cicero on Thursday October 30, 2014 @02:24PM (#8534782)
Indeed, without resorting to metaphysics, I don't know whether any other beings besides myself are self-aware or just pretending. I have good reasons to believe other humans are self-aware, but I can't prove it scientifically. It's too bad that scientists tend to be so dismissive of philosophy; I think some rigorous metaphysics would really help in this field.
Re:A Neuroscientist’s Theory of How Networks Become Consciou... by Confusion on Thursday October 30, 2014 @04:05PM (#8535490)

  How can you say anything useful until you define your terms?
Can you say useful things about games, even though no clear definition of 'game' exists?

Can you say useful things about 'love', even though it is not well defined?

Clear definitions are not necessary to say useful things. Some rough boundaries around the term is usually enough.

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by mydog on Thursday October 30, 2014 @10:02AM (#8532935)
How about emergent properties when connecting 3 billion humans to a network? Sounds like a quite complex system to me :)
Re:A Neuroscientist’s Theory of How Networks Become Consciou... by moondistance on Wednesday October 29, 2014 @10:15PM (#8531013)
Here's my perspective, fwiw:

Intelligence is the capacity to acquire and apply knowledge. Knowledge is acquired when it is represented in a system. Action is the application of knowledge. Thus, all systems in which actions occur are intelligent.

The potential for intelligent behavior is determined by the existence of a goal, the opportunities to acquire and apply knowledge that are relevant to the goal, the resources available to acquire and apply knowledge, and the capacity of the knowledge representation to express truths. With the exception of the goal, adjusting these constraints scales intelligence.

Intelligence requires a goal to determine action selection. No actions occur in systems without goals, and therefore such systems are not intelligent. The goal of a system does not influence the scale of intelligence of the system (which can be thought of as the magnitude of a vector), but only its purpose (which can be thought of as the direction of the same vector).

Opportunities to acquire knowledge range from stones falling on levers (the force exerted on the lever – from the perspective of the lever) to humans touching hot elements (nerve impulses from the sensory system – from the perspective of the human mind). No observation is fundamentally superior. Representations of observations (as knowledge) determine potential applications.

Opportunities to apply knowledge exist when it is possible for a system to perform an action. At the beginning of a game of chess, each player has many opportunities to apply knowledge. After the losing player has made his/her final move, the player has no further opportunities to apply his/her knowledge. Opportunities to acquire or apply knowledge which are not relevant to the goal do not influence the potential for intelligent behavior because they will not influence action and will not be applied, respectively.

Resources to acquire and apply knowledge make action possible. The resources available to apply the laws of nature are typically presumed infinite (mathematical models preserve truth and the laws of nature conserve energy, but just as mathematical models require resources for the completion of proofs, it can be assumed that the laws of nature may require resources). This differs from the limited resources available to computers and human minds.

Knowledge representations range from the experience of observations (the force exerted on the lever and the nerve impulse) to stored, abstract concepts (mathematical models written on paper and memories in a mind). All knowledge can be expressed as truths. Knowledge representations express truths with respect to the perspectives defined by their grammars. Knowledge representations with wider perspectives (fewer assumptions) are subject to fewer biases, and are therefore more expressive.

The degree to which an intelligent system observes itself determines its level of consciousness. Most humans are not capable of independently observing which of their neurons are firing at a given moment, or the location of the electrons traveling through their electronic devices. The availability of such observations would result in a higher state of consciousness. Perfect observation would allow a system to be completely aware (although attempting to observe all of a system at the same time, including its state of observing itself, is an infinite set), resulting in the highest possible state of consciousness. Intelligent systems that are conscious of their action selection are able to optimize this process, subject to the capacity of their knowledge representation to express truths.

Re:A Neuroscientist’s Theory of How Networks Become Consciou... by jonmrodriguez on Wednesday October 29, 2014 @11:29PM (#8531184)
Are you sure that action is always the application of knowledge? When a star gets old and goes supernova, I don't think it's really fair to say that it's because of knowledge or intelligence on the part of the star. Or when a rope gets old and frayed and eventually snaps. Or when an asteroid randomly collides with a planet. Or when lightning strikes.
Re:A Neuroscientist’s Theory of How Networks Become Consciou... by pje on Wednesday October 29, 2014 @11:12PM (#8531142)
You haven't defined "knowledge".