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Ihor Kendiukhov

๐Ÿ‘ค Speaker
515 total appearances

Appearances Over Time

Podcast Appearances

LessWrong (Curated & Popular)
"On Independence Axiom" by Ihor Kendiukhov

If your behavior violates the axioms, you can be Dutch-booked, turned into a money pump, exploited by anyone who notices the inconsistency.

LessWrong (Curated & Popular)
"On Independence Axiom" by Ihor Kendiukhov

You don't want to be a money pump, do you?

LessWrong (Curated & Popular)
"On Independence Axiom" by Ihor Kendiukhov

Then you must maximize expected utility.

LessWrong (Curated & Popular)
"On Independence Axiom" by Ihor Kendiukhov

QED There are four axioms in the von Neumann-Morgenstern framework.

LessWrong (Curated & Popular)
"On Independence Axiom" by Ihor Kendiukhov

Completeness, transitivity, continuity, and independence.

LessWrong (Curated & Popular)
"On Independence Axiom" by Ihor Kendiukhov

Three of them are relatively uncontroversial.

LessWrong (Curated & Popular)
"On Independence Axiom" by Ihor Kendiukhov

The fourth, independence, does enormous structural work, it is the axiom that forces preferences to be linear in probabilities, which is mathematically equivalent to requiring that preferences be representable as the expected value of a utility function.

LessWrong (Curated & Popular)
"On Independence Axiom" by Ihor Kendiukhov

Without independence, you still have a well-defined preference functional, by Debreu's theorem, given the other axioms, you can still order outcomes, you can still make consistent choices, but you are no longer constrained to maximize expected utility specifically.

LessWrong (Curated & Popular)
"On Independence Axiom" by Ihor Kendiukhov

Independence is the fifth postulate of decision theory.

LessWrong (Curated & Popular)
"On Independence Axiom" by Ihor Kendiukhov

And just as with Euclid's fifth, I believe, the resolution is not to keep trying harder to justify it but to ask.

LessWrong (Curated & Popular)
"On Independence Axiom" by Ihor Kendiukhov

What happens when we drop it?

LessWrong (Curated & Popular)
"On Independence Axiom" by Ihor Kendiukhov

Does it perhaps describe actual rational behavior better?

LessWrong (Curated & Popular)
"On Independence Axiom" by Ihor Kendiukhov

The answer, I will argue, is yes on all three counts.

LessWrong (Curated & Popular)
"On Independence Axiom" by Ihor Kendiukhov

Dropping independence does not lead to irrationality or exploitability.

LessWrong (Curated & Popular)
"On Independence Axiom" by Ihor Kendiukhov

Several well-known alternatives to expected utility theory exist precisely because they relax independence, and they do so for a reason.

LessWrong (Curated & Popular)
"On Independence Axiom" by Ihor Kendiukhov

Ergodicity economics, in particular, offers a principled and parsimonious replacement that derives the appropriate evaluation function from the dynamics of the stochastic process the agent is embedded in, rather than postulating an ad hoc utility function and taking its expectation.

LessWrong (Curated & Popular)
"On Independence Axiom" by Ihor Kendiukhov

And the less wrong community's own research into updateless decision theory has been converging on the same conclusion from a completely different direction.

LessWrong (Curated & Popular)
"On Independence Axiom" by Ihor Kendiukhov

That the most reflectively stable agents may be precisely those who violate the independence axiom.

LessWrong (Curated & Popular)
"On Independence Axiom" by Ihor Kendiukhov

Heading.

LessWrong (Curated & Popular)
"On Independence Axiom" by Ihor Kendiukhov

A tale of two utilities.