Arguments Against Bayesian Epistemology

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Dirk Meulenbelt’s avatar
1st of 2 versions

The Conjunction Problem

Deutsch also offers a separate, more intuitive argument: take quantum mechanics and general relativity, our two best physics theories. They contradict each other.

  • T₁ = quantum mechanics
  • T₂ = general relativity

Both are spectacularly successful. A Bayesian should assign high credence to each. But T₁ and T₂ contradict each other, and probability theory is absolute about contradictions:

p(T₁ ∧ T₂) = 0

Zero. The combined understanding that lets us build GPS satellites, which need both relativity for orbital corrections and quantum mechanics for atomic clocks is worth literally nothing under the probability calculus.

Meanwhile, the negation ¬T₁ ("quantum mechanics is false") tells you nothing about the world. It's the infinite set of every possible alternative, mostly nonsensical. Yet the probability calculus ranks it higher than the theory that lets us build lasers and transistors.

A framework that assigns zero value to our best knowledge is, Deutsch argues, not capturing what knowledge actually is. Instead: "What science really seeks to ‘maximise’ (or rather, create) is explanatory power." (Deutsch, "Simple refutation of the 'Bayesian' philosophy of science," 2014)

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Dirk Meulenbelt’s avatar
2nd of 2 versions

Bayesian epistemology never said contradictory theories are useful together. It says they can't both be true simultaneously, and they can't. That's why physicists are looking for a unified theory. p(T₁ ∧ T₂) = 0 is the correct answer. It would be a bug if it were anything else.

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Dirk Meulenbelt’s avatar

QM + GR together represent more knowledge about reality than either one alone, yet that is not reflected in Bayesian epistemology. Bayesian epistemology misses the point of science: improving our explanations.

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Dirk Meulenbelt’s avatar

Superseded by #4308. This comment was generated automatically.

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