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Decision Making Theory сourse in Moscow Aviation Institute

ru en

Lectures

Date Lecture
14.02.2023 Intro to prediction with expert advice. Examples. The weighted majority algorithm
21.02.2023 The randomized weighted majority algorithm. The multiplicative weights algorithm
28.02.2023 Analysis of weighted average forecasters. The exponentially weighted average forecaster
07.03.2023 The optimal bound for the exponentially weighted average forecaster
14.03.2023 The exponentially weighted average forecaster with a time-varying parameter. The gradient-based algorithm
21.03.2023 Seminar: Student's talk concerning the polynomially weighted average forecaster
28.03.2023 The set-up of online convex optimization. Basic methods
04.04.2023 Seminar: Student's talk on some online algorithms
11.04.2023 Online gradient descent
18.04.2023 Seminar: Student's talk on some online algorithms
25.04.2023 Intro to multi-armed bandits. Stochastic bandits: EF, EG, UCB
02.05.2023 Adversarial multi-armed bandits. EXP3

Homeworks

Date Homework Deadline
07.03.2023 Prediction with Expert Advice 10.04.2023, 12:00
20.04.2023 Online Portfolio Selection 08.05.2023, 23:30
12.05.2023 Final Test 12.05.2023, 19:10

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