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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

Before we get to the main argument, we need to clear up a terminological confusion that silently corrupts reasoning about decision theory on the most trivial level.

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

The word utility refers to two completely different mathematical objects, and the fact that they share a name is sad.

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

This is well known in decision theory, and you are welcome to skip this section if you know what I am talking about.

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

The first object is what we might call preference utility, or F1.

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

This is the function that economists use in consumer theory to represent your subjective valuation of bundles of goods under certainty.

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

If you are indifferent between 2 oranges, 3 apples, and 3 oranges, 2 apples, then F1 is constructed so that F1, 2, 3, equals F1, 3, 2.

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

The crucial property of F1 is that it is ordinal.

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

The only thing that matters is the ranking it induces, not the numerical values it assigns.

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

If F1 assigns 7 to bundle A and 3 to bundle B, all that means is that you prefer A to B. You could replace F1 with any monotonically increasing transformation of it, squaring it, taking its exponential, adding a million, and it would represent exactly the same preferences.

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

The numbers themselves carry no information beyond the ordering.

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

The second object is von Neumann-Morgenstern utility, or F2.

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

This is the function that appears inside the expectation operator in expected utility theory.

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

It is constructed not from your preferences over certain bundles but from your preferences over lotteries, over probability distributions on outcomes.

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

The VNM theorem says

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

If your preferences over lotteries satisfy the 4 axioms, then there exists a function F2 such that you prefer lottery A to lottery B if and only if E, F2, A, greater than E, F2, B. Unlike F1, F2 is cardinal.

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

It is defined up to affine transformation, you can multiply it by a positive constant and add any constant, but that's all.

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

Its curvature carries real information, specifically about your attitudes toward risk.

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

A concave F2 means you are risk-averse.

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

A convex 1 means you are risk-seeking.

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

This curvature is not a feature of F1 at all, because F1 is defined up to arbitrary monotone transformation, which can make the curvature anything you want.