Chapter 5 – Bayesianism: How It Works
Thomas Bayes (credit:
Wikimedia Commons)
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 was an
English Presbyterian minister, statistician, and philosopher who formulated a
specific theorem that is named after him: Bayes’ Theorem. His 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. We tend
to become more convinced of the truth of a theory or model of reality the more we
keep encountering bits of evidence that, first, support the theory and, second,
can’t be explained by any of the competing models of reality that our minds
already hold. (A fairly accessible explanation of Bayes‘ Theorem is on the
Cornell University Math Department website.1)
Under the Bayesian view, we never claim to know
anything for certain. We simply hold most firmly a few beliefs that we consider
very highly probable, and we use them as we make decisions in our lives. We
then assign to our other, more peripheral beliefs, lesser degrees of
probability, and we constantly track the evidence supporting or disconfirming
all of our beliefs. 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 in handling 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 persuasive the theory seems. If the evidence favouring 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 that are not
commensurable with the new concept. 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, that
concept, will inform every health-related decision you make thereafter.
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