Chapter 5 Bayesianism: How It
Works
Part A
Thomas Bayes
The best answer to the problem of what
human minds and human knowing are is that we are really all Bayesians. On
Bayesianism, I can build a universal moral system. So what is Bayesianism?
Thomas Bayes' theory of how humans form tentative
beliefs and gradually turn those beliefs into concepts has been given several mathematical
formulations, but in essence it says a fairly simple thing. You tend to become
more convinced of the truth of a theory or model of reality the more that you
keep encountering bits of evidence which, first, support the theory and,
second, can't be explained by any of the competing models of reality that your
mind already holds. (A fairly accessible explanation of Bayes Theory is on the
Cornell U. Math department website.) (1.)
But under the Bayesianism view, we
never claim to know anything for certain. We simply hold some beliefs that we
consider very highly probable, and we use them as we make decisions in our
lives. In addition, we accept as given that all beliefs, at every level of
generality, need constant review and updating, even the ones that seem for long
periods to be working well at guiding us to handle real life.
The more that a new theory enables a mind
to establish coherence within its whole conceptual system and all its sets of
sense-data memories, the more reasonable the theory seems. If the evidence
favoring the theory mounts, and its degree of consistency with the rest of the
beliefs and memories in the mind also grows, then finally, in a leap of
understanding, the mind promotes the theory up to the status of a concept and
incorporates the new concept into its total stock of thinking machinery.
At the
same time, the mind nearly always has to demote to “inactive” status some formerly
held beliefs and concepts which are not commensurable with the new concept and
so are judged to be less efficient in enabling the mind to organize and use its
total stock of memories. This is especially true of all mental activities
involved in the kinds of thinking that are now being covered by the new model
or theory. For example, if you absorb and accept a new theory about how your
immune system works, that idea will then oversee every health-related decision
that you make.
In life, examples of the workings of
Bayesianism can be seen all of the time. All we have to do is look closely at
how we and the people around us “make up our minds”.
When I was in junior high school, I used
to be bused, in June every year, along with the other students of my junior
high school, to the all-city track meet at a stadium in West Edmonton. Student
athletes from all of the big junior high schools in the city came to compete in
the biggest track meet of the year. Its being held near the end of the school
year, of course, added to the excitement of the day.
A few of the athletes competing came from
a special school that educated and cared for those kids that today would be
called “mentally challenged”. In my grade nine year, three of my friends and I,
on a patch of grass off to one side of the bleachers, did a mock cheer in which
we shouted the name of this school in a short rhyming chant, acted like we were
trying to do some chorus line kicks in step, crashed into each other and fell
down. I should make clear that I did not get that cruel an attitude from my
home. My parents would have been appalled. But fourteen year olds can be cruel.
The problem was that one of the prettiest
and smartest girls in grade nine at my school was up in the bleachers, watching
field events in a lull between track events. She and two of her friends
happened to catch our little routine. By the glares on their faces, I could see
that they were not amused. Later that day I learned that though she had an
older brother who had gone to our school, done very well academically, and
scored amazing grades on the provincial final exams, she also had a younger
brother who was a Down’s Syndrome child.
I apologized lamely the next day at
school, but I could see that I’d lost all chance with her. However, she did say
one thing that stayed with me. She told me that if you form a bond with a
mentally retarded person (“retarded” was still what we called them in those
days), you will realize that you have made a friend whose loyalty, once won, is
unchanging and unshakeable. Probably, the most loyal friend that you will ever
have. And that realization will change you.
Francis Galton (originator of Eugenics)
It was the proverbial “thin edge of the
wedge”. Earlier, I had absorbed some of the ideas of the pseudo-science called
“Eugenics” from one of my friends at school, and I had concluded that there was
nothing of value that these people could give to the community and a great deal
that they would inevitably take out of the community. Anne made me begin to
question those assumptions.
Over years of seeing movies like “A Child
Is Waiting” and “Charlie”, and of being exposed to awareness-raising campaigns
by the families of the mentally challenged, I began to see them in a different
light. Over the decades, they came to be called “mentally handicapped” and then
“mentally challenged”, and the changing of the terminology did matter. It
changed our thinking.
I became a teacher, and then, in the
middle of my career, I saw some mentally challenged kids integrated into the public school where I taught. I also saw what they could teach the rest of us, just by
being themselves.
Tracy was severely handicapped, in
multiple ways, mentally and physically. Trish, on the other hand, was a
reasonably bright girl who had huge rage issues. She beat up other girls. She
stole. She skipped classes. She smoked pot behind the school. But when Tracy
came to us, Trish proved in a few weeks to be the best with Tracy of any of the
students in the school. Her attentiveness and gentleness were humbling to see.
In Tracy, Trish found someone who needed her, and for Trish, it changed
everything. As I watched them together one day, it changed me. Years of persuasion
and experience, by gradual degrees, finally, really got to me. I saw a new
order in the community in which I lived, a new view of inclusiveness that gave
coherence to years of observations and memories.
Today, I believe they are just people. But
it was only grudgingly at fourteen that I even began to consider re-examining
my beliefs about the mentally challenged. At fourteen, I liked believing that
my mind was made up on every issue. Only years of gradually growing awareness
led me to change my view. A new thinking model, gradually, by accumulation of
evidence, came to look more correct and useful to me than the old model. Then,
in a kind of conversion experience, I switched models. Of course, by gradual
degrees, through exposure to reasonable arguments and real experiences, I and a
lot of other people have come a long way on this issue from what we
were in 1964. Humans can change.
A Doberman Pinscher
In a more scientific example, I will also
mention our Doberman Pinscher cross pup. Rex was basically a good dog, but he
was a mutt, a Doberman cross that we obtained because one of my aunts could not
keep him. People often remarked that he looked like a Doberman, but his tail
was not bobbed. This got me curious. When I found out that Dobermans had almost
all had their tails bobbed for many generations, I wondered why the tails after
so many generations had not simply become shortened at birth. I asked a Biology
teacher at my high school, but his answer only confused me. Actually, I don’t
think he understood the crucial features of Darwinian evolution theory himself.
Jean-Batiste Lamarck
Once I got to university, several of the
courses I took were in Biology. Gradually, at first, and then in a breakthrough
of understanding, I came to realize that I had been thinking in terms of the
model of evolution called “Lamarckism”. I did not, at first, want to let go of
this cherished opinion of mine. I had thought of myself as progressive; I did
not believe in creationism. I had thought that I knew how evolution worked and that
I was using an accurate understanding of it in all of my thinking. It was only
after I had read more and seen by experience that bobbing dogs’ tails did not
make their pups’ tails get any shorter, that I, gradually at first, and then in
a mental leap, came to a full understanding of Darwinian evolution.
Evolution for all species proceeds by the
combined processes of genetic variation and natural selection. It doesn’t
matter how often the anatomies of already existing members of a species are
altered; if their gene pool doesn’t change, the next generation will, at birth,
basically look pretty much like their parents. Chopping off a dog’s tail
doesn’t change the genes that he or she carries in the sex cells that will
govern how long her/his pups’ tails will be.
In nature, of course, some individuals no
longer being well camouflaged in their changing environment, and so being easy
prey, or their being unable to adapt to a changing climate or food supply, etc.
causes some individual members of the species to die young or to reproduce less
efficiently, while their stronger, smarter, or better camouflaged cousins
flourish.
Then, over generations, the actual gene pool of the local community
of that species does change. It contains more genes for short, climbing legs or
long running legs or short tails or long tails or whatever the local environment
is now paying a premium for. Gradually, the anatomy of the average species member
changes. If short-tailed members have been surviving better for the last sixty
generations, and long-tailed members have been dying young, before they could
reproduce, this changes the gene pool. Eventually, as a consequence, there will
be many more individuals with the shorter tail which has now become a basic
trait of the species.
Pondering Rex’s case helped me to absorb
Darwinism. My understanding grew and then, one day, through a mental leap, I
suddenly "got" the newer, better model. A model that I hadn’t
understood suddenly became clear, and it gave a deeper coherence to all of my
ideas and observations about living things. For me, Lamarckism then became an
interesting footnote in the history of Science, sometimes still useful because
it showed me one way in which my thinking, and that of others, could go wrong.
Now how would the Bayesian way of choosing
between the Lamarckian and Darwinian models of evolution, or of re-shaping
one’s views on the mentally challenged, compare with the Empiricist and
Rationalist ways of dealing with these same problems?
Notes
1. http://www.math.cornell.edu/~mec/2008- 2009/TianyiZheng/Bayes.html
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