obama’s brain initiative, opportunities, and resistance from the status quo
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Obama’s Brain Initiative, Opportunities, and Resistance from the Status Quo. Juyang (John) Weng Computer Sci., Neurosci., Cognitive Sci. Michigan State University East Lansing, MI 49924 USA [email protected]. Brain Initiatives. 4/2/2013 Obama announced his brain initiative - PowerPoint PPT PresentationTRANSCRIPT
ICBM 2013 1Michigan State University
Obama’s Brain Initiative,Opportunities, and
Resistance from the Status QuoJuyang (John) Weng
Computer Sci., Neurosci., Cognitive Sci.Michigan State University
East Lansing, MI 49924 [email protected]
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Brain Initiatives
4/2/2013 Obama announced his brain initiative To get a dynamic picture of the brain To better understand how we think, learn and
remember $100M/year plus $94M/year from private partners
EU has announced the Human Brain Project China is preparing its own brain project
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What is Required for the BRAIN Project?
Foremost: address the group intelligence problem
It is not that humans do not have sufficient information about how the brain works
Enough information is out there in the vast literature
Individual humans are “blinded” by the lack of group intelligence in the human race
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Group
Group: Multiple agents that interact closely Natural group:
A company, a nation, humans on the earth Artificial group:
A group of developmental robots that use brain-like emergent representations
Mixed group: With natural and artificial agents
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Group Development: Developed Countries
It is easier for a developed country (e.g., USA) to: Form allies based on superficial friendliness React in a short-sighted way Disregard development as a science
It is also harder for a developed country (e.g., USA) to see a deeper causality:Group developmental program
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Group Development: Developing Countries
It is easier for a developing country to see: Scientific knowledge Advanced technology Wealth Weapons
It is harder for a developing country to see a deeper causality:Group developmental program
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The US President and BRAIN Obama :
“This is a Nation of dreamers and risk-takers.” “We do not just track the best scientists and
entrepreneurs” “We have not unlocked the mystery of 3 pounds of
matter that sits between our ears” “Better understand how we think, how we learn, and
how we remember.” “Presumably our life would be simpler here if it would
explain everything going on in Washington. (laughs)”
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The BRAIN Initiative’s Danger:More Data, More Local Theories
Little Global Theory
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A Mind is a Bag of Tricks?
(Artificial) neural networks are analogical and scruffy.
- Marvin Minsky
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The Brain is Not a Cascade of Areas!
Felleman &Van Essen 1991
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Brain-Mind: A Grand Puzzle
Genome
Neurons
Circuits
Cortex
Pathways
Multi-Scale nature
Experience
Functions
Brain
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Analogy: Power of Newton’s Theory
Newton used them to explain and investigate the motion of many physical objects and systems.
For example,Newton showed that these laws of motion, combined with his law of universal gravitation, explained Kepler's laws of planetary motion.
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Brain-Mind Institute:meant to serve you
andto avoid the danger
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BMI 831Cognitive Science
for Brain-Mind Research
Instructor 2013:Juyang Weng
Brain-Mind Institute
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The material is very rich and interesting …
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BMI 871Introduction to Computational
Brain-Mind Instructor 2013:Juyang Weng
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How a Brain-Mind Works
in Principle(and Experiments)
The Book Tells You …
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The Entire Developmental
Algorithm is about2-Page Long
The Book Shows …
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How? For any FA there is a DN
Weng IJCNN 2010
DN: Developmental Network(Earlier called ED Network)
FA: Finite Automaton
Marvin Minsky at MIT criticized ANNs
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Resistance to Understanding the Brain
From government branches From neuroscience From cognitive science or psychology From computer science From electrical engineering From mathematics
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From Government Branches
“If you do something small, I would fund it.” “People do not like that you do everything (your
work would tell how everything works in the brain schematically).”
Thus, only piece meal, incremental projects have been funded.
But, focused developmental brain modeling and simulation proposals have been wrongly accused “to do everything”.
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From Neuroscience “I am only interested in brain areas A and
B” The brain is incorrectly considered as a
homunculus body that consists of many “organs”
“Thus, each organ is sufficient to be focused on to find its roles.”
Thus, data rich, theory poor However, our brain-scale theory predicts
that there is no brain area whose role can be explained individually!
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From Cognitive Science
Traditionally, focused on subject behaviors
Traditionally, focused on a specific hypothesis
“How the brain works? Not my problem”
Incorrectly assumed that area A does x and y.
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From Computer Science
Misled early on by the Turing Test Misled by Von Neumann computers ARTIFICIAL
INTELLIGENCE should be predominantly "ARTIFICIAL" -- it need not compute by simulating the humanmind.
“If the R&N text is inadequate, then the new Weng book will be even more limiting”
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From Electrical Engineering
Mature theories for linear systems
Immature theories for nonlinear system
Lack of knowledge in artificial intelligence methods
But, the brain is a general-purpose nonlinear system that self-programs
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From Mathematics Typically, mathematicians
are satisfied with proving an open theorem
Importance? Well, let the future sort it out
But the brain is a mathematical problem!
The new brain math will solve many well-known practical math problems
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Great opportunitiesfor all of you!