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Showing posts with label Greg Hickok. Show all posts
Showing posts with label Greg Hickok. Show all posts

Sunday, September 21, 2014

Mirror mirror in the brain

Lila Gleitman once conjectured that Empiricism, with its associationist commitments, is innate. How else to explain its zombie like capacity to repeatedly come back from intellectual death?  One possible explanation for associationism’s robustness is that it never returns in quite the same form. To paraphrase Mark Twain, Empiricist history never repeats itself, but it often rhymes.  I see this rhyming constantly. Technologically, neural nets were perfectly compatible with Rationalist sentiments (just a matter of initial weightings)[1], nonetheless virtually all of the work done in this framework stank of associationsism.  The same holds, IMO, for lots of recent Bayesian modeling and deep learning.  There is nothing inherent in these approaches that requires a coupling with Empiricist conceptions, but it seems that every computational innovation seems drawn to Empiricism the way flies are to…, well you know.  It seems that we can now add mirror neurons to the list.  Why do I say this? Because I’ve just finished reading a terrific new book by Greg Hickock that critically reviews the mirror neuron literature and its spiritual affinities with Behaviorism. But his book is not merely a debunking (though don’t fret it does do a lot of that) of some bad ideas which quickly became widely influential (another characteristic of Empiricist fads). It is also both a nice accessible report of research on the neuro frontier from a distinguished practitioner, and a nice case study in the philo of science. What follows are some reasons I liked the book and why you might find it worth dipping into.

In case you haven’t heard, mirror neurons are the philosopher’s stones of contemporary neuro-science.  Since their discovery in macaques in the late 1990s in Italy (I don't think macaques are native to Italy, just vacationing there), they have been used to neuronally explain almost everything of cognitive interest from language and its evolution to human empathy and autism.  What are these amazing brain mechanisms?  Well, it seems that they are neurons that fire both when the actor is acting and when the actor is watching someone else act. They are neurons that seem part of both the motor and the conceptual system. Or at least fire both when a monkey is reaching for something and when s/he is watching someone else reaching for something. This has led to a robust version of the motor theory of everything. In other words, understanding is actually re-doing. I understand what reaching cognitively means by simulating the reaching that I see. I understand what I hear by producing what I’ve heard. I understand what someone is feeling, by reproducing the feeling in myself. Talk about walking a mile in someone else’s shoes! That’s the basic idea, and if Greg is right (and I am sure he is) this idea has really caught on.

What Greg does in the book is reveal that this simple idea is, well, at best too simple and at worst, devoid of actual content. The problem is not with the data: there are neurons that do what they have been observed to do. However, the interpretation of what these firings mean has, Greg argues, been deeply over-interpreted; over-interpreted to the point that it is unlikely that much of a claim is being made in most cases. 

All the book is great, but I particularly recommend the sections on the role of anomalies in driving research and the terrific deflationary section on embodied cognition, a notion that really deserves some critical discussion, which Greg more than provides.  I’ve never understood why neuro types thought that embodied cognition could serve as a basis for the “semantics” of action words, but it has. I would recommend reading Greg on this and then, if you still want more, go back and read Fodor and Pylyshyn on compositionality.

 I also recommend you take a careful look at Greg’s discussion of imitation (chapter 8) and its role in “learning.” Here’s a short quote to give you the gist. There is

…a logical error in thinking about imitation as the foundation for more complex capacities like theory of mind, or that imitation itself had to evolve to unleash a great leap forward. Maybe we should think the other way around. Imitation is not the cause but the consequence of the evolution of human cognitive abilities…(200)
And

For imitation to be at all useful, you have to know what and when to imitate and you have to have the mental machinery behind imitative behavior to put it to good use…More specifically, to understand the role of imitation in language learning, we need to study how language works…Or to frame it a bit differently, rather than centering our theoretical efforts on imitation and then seeing what computational tasks imitation might be useful for, we might center our focus on particular computational tasks (language, understanding actions, grasping for objects) and then see what role imitation may play…(201).

Imitation is a current refuge for associationist theories of learning. And mirror neurons are the latest neuronal candidate for the grounding of associationism.  Greg’s critical discussion, IMO, effectively blows up this bankrupt train of theorizing. I’m not surprised, but I am grateful. Someone’s got to clean out the Augean stables and Greg is very effective with a shovel.

Here’s another quote making the all too common link to associationsism (228):

We’ve been down a similar road before. Behaviorists had very simple mechanisms (association and reinforcement) for explaining complex human behavior. But removing the mind as a mediator between the environment and behavior ultimately didn’t have the required explanatory oomph. Mirror neuron resonance theory isn’t quite behaviorism, but there are not many degrees of separation because “it stresses… the primacy of a “direct matching” between the observation and the execution of an action.” The notion of “direct matching” removes the sort of operations that might normally be thought to mediate the relation between observation and action systems…The consequence of such a move is loss of explanatory power. The mirror neuron direct matching claim results ina  failure to explain how mirror neurons know when to mirror in the first place. We then have to look to the “cognitive system” for an explanation, which lands us back where we started: with a complex mind behind the mirror neuron curtain of explanation of complex mental functions.

As Greg notes, his critique of mirror neurons is a modern revamping of Chomsky’s critique of Skinnerian behaviorism. Where it’s clear, it’s clearly false and where it seems true it borders on the truistic and vapid. 

There is lots more in the book. For neophytes (e.g. me) there is a good discussion of the dorsal and ventral systems of brain organization (the how vs what organization of brains that Greg and David Peoppel did so much to make part of the contemporary common neural wisdom in the domain of language), and the various kinds of techniques that modern neuro types use to probe brain structure.  In addition, there are lots of great examples that signal to the careful reader that Greg is clearly a pretty good surfer and that he loves dogs. 

So, if you are looking for a good popular neuro book or just a good debunking, Greg’s book is a great place to go. Would make a marvelous Rosh Hashanna present or a great Yom Kippur stocking stuffer.



[1] As Rumelhart and Maclelland noted in their fat initial volumes (here).

Friday, August 23, 2013

Mirror mirror in the Brain

There's been a lot of discussion concerning Mirror Neurons (MN) in both the professional literature and the popular press. They are represented as just what the neuro-scientist ordered to exlain learning, empathy, other minds, whatever. Greg Hickok is in the process of finishing a book on this timely topic, and, unless the final product ends up saying the opposite of what I read (very unlikely), MN enthusiasts will be in for a rough time.  At the very least the cognitive benefits MNs are supposed to endow have been massively oversold, if he is correct.  I encourage you to get the book when it finally comes out. The title, Greg tells me, is "The Myth of Mirror Neurons: the real neuroscience of communication and cognition." To whet your appetite for the full course meal, Greg has allowed me to cross list some of his better posts from Talking Brains. So here's an hors d'oeuvre: here, here, here, here, and here. Enjoy.