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Dear Colleagues:<br>
<br>
I would like to thank all those who gave comments, some giving
multiple times. This is a version 2.0 as it explicitly includes
some brain mechanisms although it should not include those
mechanisms that laymen do not understand from just reading this
document. <br>
<br>
Some people said that he needs to read multiple times. Each time
gains more understanding. The information is very dense in this
short document. <br>
<br>
Those who are not on the BMI mailing list please subscribe to the
list to get further information. Simply do an internet search to
get the list site. <br>
----<br>
<meta name="Title" content="">
The Brain Principles Manifesto <br>
(Draft Version 2.0)<br>
<br>
Feb. 24, 2015<br>
<br>
<meta name="Title" content="">
<p class="MsoNormal">Historically, public acceptance of science
was slow.<span style="mso-spacerun:yes"> </span>For example,
Charles Darwin waited about 20 years (from the <span
style="mso-fareast-font-family:"Times New Roman"">1830s
to 1858)</span> to publish his theory of evolution for fear of
public reaction.<span style="mso-spacerun:yes"> </span>It took
about 20 years (by the 1870s) the scientific community and much
of the general public had accepted evolution as a fact. <span
style="mso-spacerun:yes"> </span>Of course, the debate on
evolution still goes on today. <o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Is the public acceptance of science<span
style="font-family:
华文黑体;mso-bidi-font-family:华文黑体;mso-fareast-language:ZH-CN"> </span>faster
in modern days?<span style="mso-spacerun:yes"> </span>Not
necessarily so, even though we have now better and faster means
to communicate.<span style="mso-spacerun:yes"> </span><span
style="mso-spacerun:yes"> </span>The primary reason is still
the same but much more severe --- the remaining open scientific
problems are more complex and the required knowledge to
convincingly understand goes beyond any single person. <o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">For instance, network-like brain computation
--- connectionist computation --- has been long doubted and
ignored by industry.<span style="mso-spacerun:yes"> </span>Kunihiko
Fukushima introduced <i style="mso-bidi-font-style:normal">Convolutional
deep</i> networks by at least 1980.<span
style="mso-spacerun:yes"> </span>Weng, Ahuja and Huang
published <i style="mso-bidi-font-style:normal">Max-pooling</i>
in deep fully automatic learning networks by 1992.<span
style="mso-spacerun:yes"> </span>However, Apple, Baidu,
Google, Microsoft, Samsung, and other major related companies
did not show considerable interest till after 2012.<span
style="mso-spacerun:yes"> </span>That is a delay of about 20
years.<span style="mso-spacerun:yes"> </span>The two
techniques above are not very difficult to understand. <span
style="mso-spacerun:yes"> </span>However, these two suddenly
hot techniques have already been proved obsolete by the
discoveries of more fundamental working principles of the brain.<span
style="mso-spacerun:yes"> </span><span
style="mso-spacerun:yes"> </span><o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Industrial and academic interests have been
keen on a combination of two things --- easily understandable
but superficial tests and which companies are involved.<span
style="mso-spacerun:yes"> </span>However, the newly known
brain principles have told us that the ways to conduct such
tests will give only vanishing gains that do not lead to a
realistic zero error rate, regardless how many more images can
be added to the training sets and how long the Moore’s Law can
continue. <span style="mso-spacerun:yes"> </span>Why?<span
style="mso-spacerun:yes"> </span>This is because all these
static training sets misled the participants by making it
impractical to conduct serious autonomous object segmentation
that our human babies learn to perform through interaction with
the real physical world.<span style="mso-spacerun:yes"> </span>Do
our industry and public need another 20 years?<span
style="mso-spacerun:yes"> </span>Or more? <o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Oct. 2011<span
style="font-family:华文黑体;mso-bidi-font-family:
华文黑体;mso-fareast-language:ZH-CN"> </span>a highly respected
multi-<span style="font-family:Times">disciplinary</span>
professor kindly wrote: “I tell these students that they can
work on brains and do good science, or work on robots and do
good engineering.<span style="mso-spacerun:yes"> </span>But if
they try to do both at once, the result will be neither good
science nor good engineering.”<span style="mso-spacerun:yes"> </span>How
long does it take for the industry and public to accept that
that pessimistic<span style="font-family:
Times;mso-bidi-font-family:华文黑体;mso-fareast-language:ZH-CN">
view</span> of the brain was no longer true even then?<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">The brain principles that have already <span
style="font-family:Times;mso-bidi-font-family:华文黑体;mso-
fareast- language:ZH-CN">been </span>discovered would bring
fundamental changes in the way humans live, human countries and
societies are organized, and the way humans treat one another.<span
style="mso-spacerun:yes"> </span>The following questions
point to some concrete fundamental changes that benefit all
humans. <span style="font-family:华文黑体;
mso-bidi-font-family:华文黑体;mso-fareast-language:ZH-CN"><span
style="mso-spacerun:yes"> </span></span>However,
conventionally, scientists in natural sciences do not address
politics.<span style="mso-spacerun:yes"> </span>Albert
Einstein and Norm Chomsky are <span style="font-family:Times;
mso-bidi-font-family:华文黑体;mso-fareast-language:ZH-CN">among</span>
exceptions.<span
style="font-family:华文黑体;mso-bidi-font-family:华文黑体;mso-fareast-
language:ZH-CN"><o:p></o:p></span></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">The brain of anybody, regardless of his
education and experience, is fundamentally short sighted, in
both space and time, determined by the known brain principles.<span
style="mso-spacerun:yes"> </span>Prof. <span class="st"><span
style="mso-fareast-font-family:"Times New Roman"">Jonathan
Haidt documented well such shortsightedness in his book “</span></span><a
moz-do-not-send="true"
href="http://www.amazon.com/The-Righteous-Mind-Politics-Religion/dp/0307455777"><i
style="mso-bidi-font-style:normal"><span
style="mso-fareast-font-family:"Times New
Roman"">The
Righteous Mind: Why Good People Are Divided by Politics
and Religion</span></i></a><span class="st"><span
style="mso-fareast-font-family:"Times New Roman"">”,
although not in terms of brain computation. <span
style="mso-spacerun:yes"> </span><o:p></o:p></span></span></p>
<p class="MsoNormal"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman""><o:p> </o:p></span></span></p>
<p class="MsoNormal"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman"">In
terms of brain computation, the precise circuits in your
brain self-wire </span></span><span
style="mso-fareast-font-family:"Times New Roman"">beautifully<span
class="st"> according to your real-time experience (the
genome only regulates) and their various invariance
properties for abstraction also largely depend on
experience.<span style="mso-spacerun:yes"> </span>Serotonin
(e.g., caused by threats), dopamine (e.g., caused praises)
and other neural transmitters quickly change the way these
delicate circuits work but you feel everything inside the
brain is normal. <span style="mso-spacerun:yes"> </span>Therefore,
you make mistakes but you still feel normal in the brain. <span
style="mso-spacerun:yes"> </span>Everybody is like that,
including the politicians in the questions below.<o:p></o:p></span></span></p>
<p class="MsoNormal"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman""><o:p> </o:p></span></span></p>
<p class="MsoNormal"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman"">Surprisingly,
to
understand how the brain works requires a sophisticated
automata theory in computer science. See J. Weng, </span></span><a
moz-do-not-send="true"
href="http://www.google.com/url?sa=t&rct=j&q=&esrc=s&source=web&cd=1&ved=0CCAQFjAA&url=http%3A%2F%2Fwww.scirp.org%2Fjournal%2FPaperDownload.aspx%3FpaperID%3D53728&ei=21rnVP7fB4KZyAT-noH4Cg&usg=AFQjCNEzHz-YDhivI1esDtgKg84SEx4RuQ&bvm=bv.86475890,d.aWw&cad"><i
style="mso-bidi-font-style:normal"><span
style="mso-fareast-font-family:"Times New
Roman"">Brain </span></i><i
style="mso-bidi-font-style:normal"><span
style="font-family:Times; mso-bidi-font-family:华文黑体">as</span></i><i
style="mso-bidi-font-style:normal"><span
style="mso-fareast-font-family:"Times New
Roman""> an Emergent Finite Automaton: A Theory and
Three Theorems</span></i></a><span class="st"><span
style="mso-fareast-font-family:"Times New Roman"">,
<i style="mso-bidi-font-style: normal">IJIS</i>, 2015, which
proposed the following brain principles:<o:p></o:p></span></span></p>
<p class="MsoListParagraphCxSpFirst"
style="margin-left:42.0pt;mso-add-space:
auto;text-indent:-.25in;mso-list:l0 level1 lfo1"><!--[if !supportLists]--><span
class="st"><span style="mso-fareast-font-family:"Times
New Roman""><span style="mso-list:Ignore">1.<span
style="font:7.0pt "Times New Roman""> </span></span></span></span><!--[endif]--><span
class="st"><span style="mso-fareast-font-family: "Times
New Roman"">The developmental (genome-like) program
uses fully emergent, task-nonspecific internal
representations of the brain-like Network (DN) and
therefore, the DN is of general-purpose --- can learn any
body-capable tasks, at least in principle. <o:p></o:p></span></span></p>
<p class="MsoListParagraphCxSpMiddle"
style="margin-left:42.0pt;mso-add-space:
auto;text-indent:-.25in;mso-list:l0 level1 lfo1"><!--[if !supportLists]--><span
class="st"><span style="mso-fareast-font-family:"Times
New Roman""><span style="mso-list:Ignore">2.<span
style="font:7.0pt "Times New Roman""> </span></span></span></span><!--[endif]--><span
class="st"><span style="mso-fareast-font-family: "Times
New Roman"">The sensory area allows naturally sensed
images of cluttered scenes in which many objects mix,
instead of an encoding that fits only what a Turing Machine
can work with. A teacher does not segment objects as how
children learn. <o:p></o:p></span></span></p>
<p class="MsoListParagraphCxSpMiddle"
style="margin-left:42.0pt;mso-add-space:
auto;text-indent:-.25in;mso-list:l0 level1 lfo1"><!--[if !supportLists]--><span
class="st"><span style="mso-fareast-font-family:"Times
New Roman""><span style="mso-list:Ignore">3.<span
style="font:7.0pt "Times New Roman""> </span></span></span></span><!--[endif]--><span
class="st"><span style="mso-fareast-font-family: "Times
New Roman"">The motor area allows subareas where each
subarea represents either declarative knowledge (e.g.,
abstract concepts such as location, type, scale, etc.) or
non-declarative knowledge (e.g., driving a car or riding a
bicycle). <o:p></o:p></span></span></p>
<p class="MsoListParagraphCxSpMiddle"
style="margin-left:42.0pt;mso-add-space:
auto;text-indent:-.25in;mso-list:l0 level1 lfo1"><!--[if !supportLists]--><span
class="st"><span style="mso-fareast-font-family:"Times
New Roman""><span style="mso-list:Ignore">4.<span
style="font:7.0pt "Times New Roman""> </span></span></span></span><!--[endif]--><span
class="st"><span style="mso-fareast-font-family: "Times
New Roman"">Every area in the “brain” DN emerges (not
statically exist) uses a unified area function that does not
have local minima in its high dimensional, nonlinear, and
non-iterative approximation in its feature development and
adaptation.<o:p></o:p></span></span></p>
<p class="MsoListParagraphCxSpMiddle"
style="margin-left:42.0pt;mso-add-space:
auto;text-indent:-.25in;mso-list:l0 level1 lfo1"><!--[if !supportLists]--><span
class="st"><span style="mso-fareast-font-family:"Times
New Roman""><span style="mso-list:Ignore">5.<span
style="font:7.0pt "Times New Roman""> </span></span></span></span><!--[endif]--><span
class="st"><span style="mso-fareast-font-family: "Times
New Roman"">The “brain” DN learns incrementally—taking
one-pair of sensory pattern and motor pattern at a time to
update the network and discarding the pair immediately
after. <span style="mso-spacerun:yes"> </span>E.g., the
real brain has only one pair of retina. <o:p></o:p></span></span></p>
<p class="MsoListParagraphCxSpLast"
style="margin-left:42.0pt;mso-add-space:auto;
text-indent:-.25in;mso-list:l0 level1 lfo1"><!--[if !supportLists]--><span
class="st"><span style="mso-fareast-font-family:"Times
New Roman""><span style="mso-list:Ignore">6.<span
style="font:7.0pt "Times New Roman""> </span></span></span></span><!--[endif]--><span
class="st"><span style="mso-fareast-font-family: "Times
New Roman"">The “brain” DN is always optimal --- every
update of DN realizes the maximum likelihood estimate of <span
style="mso-spacerun:yes"> </span>the “brain”, conditioned
on the limited computational resources in the “brain” and
the limited learning experience in its “life time”.<o:p></o:p></span></span></p>
<p class="MsoNormal" style="margin-left:24.0pt"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman""><o:p> </o:p></span></span></p>
<p class="MsoNormal"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman"">The
logic
completeness of the brain DN is (partially, not all)
understood by a universal Turing Machine which is like our
modern-day computer, in principle.<span
style="mso-spacerun:yes"> </span>This automaton brain
model proposes that each brain is an automaton, but also
very different from all traditional symbolic automata
because it programs itself --- emergent.<span
style="mso-spacerun:yes"> </span>No traditional automata
can program themselves in the sense of Turing Machine but a
brain automaton does. <o:p></o:p></span></span></p>
<p class="MsoNormal"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman""><o:p> </o:p></span></span></p>
<p class="MsoNormal"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman"">The
automaton
brain model predicted that neural circuits precisely record
the statistics of experience, roughly consistent with neural
anatomy (e.g., Felleman & Van Essen, <i
style="mso-bidi-font-style:normal">Cerebral Cortex</i>,
1991). <span style="mso-spacerun:yes"> </span>In
particular, the model predicted that “shifting attention
between `humans’ and `vehicles’ dramatically changes brain
representation of all categories” (J. Gallant et al. <i
style="mso-bidi-font-style:normal">Nature Neuroscience</i>,
2013) and that human attention “can regulate the activity of
their neurons in the medial temporal lobe” (C. Koch et al. <i
style="mso-bidi-font-style:normal">Nature</i>, 2010).<span
style="mso-spacerun:yes"> </span>The model raised
questions to claims that neurons encode exclusively sensory
information like the “place” cells in the work of 2014 Nobel
Prize in Physiology or Medicine instead of a combination of
both bottom-up (e.g., place) and top-down context (e.g.,
goal) as reported by Koch et al. and Gallant et al. and
theoretically predicted by the automaton brain model. <o:p></o:p></span></span></p>
<p class="MsoNormal"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman""><o:p> </o:p></span></span></p>
<p class="MsoNormal"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman"">Unfortunately,
the
automaton brain model implies that all neuroscientists and
neural network researchers are unable to understand the
brain of their studies without a rigorous training in
automata theory. <span style="mso-spacerun:yes"> </span>For
example,
traditional models for nervous systems and neural networks
focus on pattern recognition and do not have the
capabilities of a grounded symbol system (e.g., “rulefully
combining and recombining,” Stevan Harnad, <i
style="mso-bidi-font-style:normal">Physica D,</i> 1990).<span
style="mso-spacerun:yes"> </span>Automata theory deals
with such capabilities. <span style="mso-spacerun:yes"> </span>Does
this new knowledge stun our students and researchers or
guide them so their time is better spent?<o:p></o:p></span></span></p>
<p class="MsoNormal"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman""><o:p> </o:p></span></span></p>
<p class="MsoNormal"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman"">Understanding
brain
automata would enable us to see answers to a wide variety of
important questions, some of which are raised below. <span
style="mso-spacerun:yes"> </span>We do not provide yes/no
answers here, only raise questions.<span
style="mso-spacerun:yes"> </span>The automaton brain
model predicts that there is no absolute right or wrong in
any brain but its environmental experiences wire and rewire
the brain. <o:p></o:p></span></span></p>
<p class="MsoNormal"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman""><o:p> </o:p></span></span></p>
<p class="MsoNormal"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman"">In
each of the following social science questions, we have two
sides, Side A with more knowledge due to the more open
political and ideological environment and Side B with less
knowledge due to less open political and ideological
environment, but all have normal human brains that should be
respected.<span style="mso-spacerun:yes"> </span>Is it
more scientifically productive for Side A to approach Side B
friendly with caring heart so that Side B is not threatened
and not listening?<span style="mso-spacerun:yes"> </span>We
want them to rewire for good instead of for bad, do we?<o:p></o:p></span></span></p>
<p class="MsoNormal"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman""><o:p> </o:p></span></span></p>
<p class="MsoNormal"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman"">How
can
our industry and pubic understand that the door for a great
opportunity that has opened up for them?<span
style="mso-spacerun:yes"> </span>How can they see the
economical outlooks that this opportunity brings with it?<o:p></o:p></span></span></p>
<p class="MsoNormal"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman""><o:p> </o:p></span></span></p>
<p class="MsoNormal"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman"">How
should
our educational system change to prepare our many bright
minds for the new brain age?<span style="mso-spacerun:yes">
</span>Has our government been prompt to properly respond to
this modern call from the nature?</span></span><span
class="st"><span
style="font-family:华文黑体;mso-bidi-font-family:华文黑体;mso-fareast-language:
ZH-CN"><o:p></o:p></span></span></p>
<p class="MsoNormal"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman""><o:p> </o:p></span></span></p>
<p class="MsoNormal"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman"">How
should
our young generation</span></span><span class="st"><span
style="font-family:
华文黑体;mso-bidi-font-family:华文黑体;mso-fareast-language:ZH-CN">
</span></span><span class="st"><span
style="mso-fareast-font-family:"Times New Roman"">act
for to this new opportunity that is unfolding before their
eyes?<span style="mso-spacerun:yes"> </span>Is a currently
narrowly defined academic degree sufficient for their
career?<o:p></o:p></span></span></p>
<p class="MsoNormal"><span class="st"><span
style="mso-fareast-font-family:"Times New Roman""><o:p> </o:p></span></span></p>
<p class="MsoNormal">Is it consistent with the U.S. people’s
interest for the respected Mr. Barack Obama to have authorized
the bombing of ISIS, sanctioned Russia because of what happened
in Ukraine, rejected conversations with North Korea for what the
respected Mr. Kim Jong-un did, increased extra tax on Americans
who create many jobs, and planed to tax Americans’ overseas
ventures which encourages them to drop U.S. Citizenship?
Shortsighted? <span
style="font-family:华文黑体;mso-bidi-font-family:
华文黑体;mso-fareast-language:ZH-CN"><span
style="mso-spacerun:yes"> </span></span><span
style="font-family:Times;mso-bidi-font-family:华文黑体;mso-fareast-
language:ZH-CN"><o:p></o:p></span></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">The same ISIS bombing question goes to the
respected Mr. <span style="mso-fareast-font-family:"Times
New Roman"">François Hollande.<span
style="mso-spacerun:yes"> </span>What is the relationship
between the </span><span
style="font-family:Times;mso-bidi-font-family:华文黑体;mso-fareast-
language:ZH-CN">armed </span><span
style="mso-fareast-font-family:"Times New Roman"">attacks
on the weekly Charllie Hebdo and the French ISIS bombing that
killed many more innocent civilians as well as racial
discrimination existing in France?<span
style="mso-spacerun:yes"> </span><o:p></o:p></span></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Is it consistent with the Chinese people’s
interest for the respected Mr. Jinping Xi to conduct anti-graft
struggle using the Communist Party rules without the due process
of the Chinese legal system and to bicker about islands with
China’s neighbors like Japan, Vietnam, and Philippines that
negatively affected economy and Chinese visitors’ overseas
safety?<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Is it consistent with the Israelis people’s
interest for the respected Mr. Benjamin Netanyahu to take his
current approach to Israel’s Arab neighbors?<span
style="mso-spacerun:yes"> </span><o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">How should all government officials take
advantage of the new knowledge about their own brains?<span
style="mso-spacerun:yes"> </span>Should people in every
country require them to learn brain theory and correct their
feel-normal mistakes?<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">We are from all walks of life and from all
regions of the world.<span style="mso-spacerun:yes"> </span>At
present, we do not understand the scientific underpinnings of
the material in this Manifesto, just like the public of Darwin’s
time.<span style="mso-spacerun:yes"> </span>However, these
issues are <span style="mso-fareast-font-family:"Times New
Roman"">relevant to </span>the future of our nations and
our lives.<span style="mso-spacerun:yes"> </span>We declare to
form the Brain Principles Society, in order to promote human
communication and understanding of brain principles and their
implications to human societies so as to improve the quality of
life for all human beings on this planet.<span
style="mso-spacerun:yes"> </span>There is a lack of society
that regards social sciences as part of brain science and
considers automata theory to be relevant to brain science and
social sciences. <span style="mso-spacerun:yes"> </span>However,
we are all governed by the same set of brain principles.<o:p></o:p></p>
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----<br>
Please give your future comments, to the entire list or to me
individually. All past comments have helped shaping this
document.<br>
<br>
Best regards,<br>
<br>
-John<br>
<pre class="moz-signature" cols="72">--
--
Juyang (John) Weng, Professor
Department of Computer Science and Engineering
MSU Cognitive Science Program and MSU Neuroscience Program
428 S Shaw Ln Rm 3115
Michigan State University
East Lansing, MI 48824 USA
Tel: 517-353-4388
Fax: 517-432-1061
Email: weng@cse.msu.edu
URL: http://www.cse.msu.edu/~weng/
----------------------------------------------
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