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Game Theory

Курс от Stanford Online, The University of British Columbia
Начальный≈ 17.5 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Popularized by movies such as "A Beautiful Mind," game theory is the mathematical modeling of strategic interaction among rational (and irrational) agents. Beyond what we call `games' in common language, such as chess, poker, soccer, etc., it includes the modeling of conflict among nations, political campaigns, competition among firms, and trading behavior in markets such as the NYSE. How could you begin to model keyword auctions, and peer to peer file-sharing networks, without accounting for the incentives of the people using them? The course will provide the basics: representing games and strategies, the extensive form (which computer scientists call game trees), Bayesian games (modeling things like auctions), repeated and stochastic games, and more. We'll include a variety of examples including classic games and a few applications. You can find a full syllabus and description of the course here: http://web.stanford.edu/~jacksonm/GTOC-Syllabus.html There is also an advanced follow-up course to this one, for people already familiar with game theory: https://www.coursera.org/learn/gametheory2/ You can find an introductory video here: http://web.stanford.edu/~jacksonm/Intro_Networks.mp4

Навыки, которые вы освоите

Game TheoryProbabilityMathematical ModelingProbability DistributionEconomicsAlgorithmsBehavioral EconomicsProblem SolvingCorrelation AnalysisMarkov ModelBayesian Statistics

Программа курса

8 модулей · 76 учебных материалов

01Week 1: Introduction and Overview18 материалов

Week 1: Introduction and Overview

Introduction to Game TheoryВидеоSyllabusЧтение1-1 Game Theory Intro - TCP Backoff ВидеоPlay the TCP game if you likeОбсуждение

Учитесь у экспертов

Matthew O. Jackson

Professor

Kevin Leyton-Brown

Professor

Yoav Shoham

Professor

Game Theory
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Обучение на Coursera

≈ 17.5 ч

8 модулей

Язык: Английский

Субтитры: Китайский (Тайвань), Арабский, Французский, Бенгальский, Узбекский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Вьетнамский, Нидерландский, Корейский, Немецкий, Пушту, Урду, Русский, Тайский, Индонезийский, Шведский, Турецкий, Азербайджанский, Испанский, Дари, Хинди, Японский, Финский, Казахский, Малайский, Венгерский, Польский

Часть программы вашего университета
1-2 Self-Interested Agents and Utility Theory Видео
1-3 Defining Games Видео
1-4 Examples of Games Видео
Play some games after Lecture 1.4 if you likeОбсуждение
1-5 Nash Equilibrium Intro Видео
1-6 Strategic Reasoning Видео
Play Keynes Beauty Contest Game if you likeОбсуждение
1-7 Best Response and Nash Equilibrium Видео
1-8 Nash Equilibrium of Example Games Видео
1-9 Dominant Strategies Видео
1-10 Pareto Optimality Видео
Problem Set 1Задание
In-Video Quizzes Week 1Задание
A Brief Introduction to the Basics of Game TheoryЧтение
02Week 2: Mixed-Strategy Nash Equilibrium9 материалов

Week 2: Mixed-Strategy Nash Equilibrium

2-1 Mixed Strategies and Nash Equilibrium (I) Видео2-2 Mixed Strategies and Nash Equilibrium (II)Видео2-3 Computing Mixed Nash Equilibrium Видео2-4 Hardness Beyond 2x2 Games - Basic Видео2-4 Hardness Beyond 2x2 Games - Advanced Видео2-5 Example: Mixed Strategy Nash Видео2-6 Data: Professional Sports and Mixed Strategies ВидеоProblem Set 2ЗаданиеIn-Video Quizzes Week 2Задание
03Week 3: Alternate Solution Concepts8 материалов

Week 3: Alternate Solution Concepts

3-1 Beyond the Nash Equilibrium Видео3-2 Strictly Dominated Strategies & Iterative Removal Видео3-3 Dominated Strategies & Iterative Removal: An Application Видео3-4 Maxmin Strategies Видео3-4 Maxmin Strategies - AdvancedВидео3-5 Correlated Equilibrium: Intuition ВидеоProblem Set 3ЗаданиеIn-Video Quizzes Week 3Задание
04Week 4: Extensive-Form Games14 материалов

Week 4: Extensive-Form Games

4-1 Perfect Information Extensive Form: Taste Видео4-2 Formalizing Perfect Information Extensive Form Games ВидеоPlay the Centipede Game if you likeОбсуждение4-3 Perfect Information Extensive Form: Strategies, BR, NE Видео4-4 Subgame Perfection Видео4-5 Backward Induction Видео4-6 Subgame Perfect Application: Ultimatum BargainingВидео4-7 Imperfect Information Extensive Form: Poker Видео4-8 Imperfect Information Extensive Form: Definition, Strategies Видео4-9 Mixed and Behavioral Strategies ВидеоPlay the Rainbow Warship game if you likeОбсуждение4-10 Incomplete Information in the Extensive Form: Beyond Subgame Perfection ВидеоProblem Set 4ЗаданиеIn-Video Quizzes Week 4Задание
05Week 5: Repeated Games11 материалов

Week 5: Repeated Games

5-1 Repeated Games ВидеоPlay some repeated games if you likeОбсуждение5-2 Infinitely Repeated Games: Utility Видео5-3 Stochastic Games Видео5-4 Learning in Repeated Games ВидеоPlay the repeated battle of the sexes gameОбсуждение5-5 Equilibria of Infinitely Repeated Games Видео5-6 Discounted Repeated Games Видео5-7 A Folk Theorem for Discounted Repeated Games ВидеоIn-Video Quizzes Week 5ЗаданиеProblem Set 5Задание
06Week 6: Bayesian Games8 материалов

Week 6: Bayesian Games

6-1 Bayesian Games: Taste Видео6-2 Bayesian Games: First Definition Видео6-2 Bayesian Games: First Defintion (yoav)Видео6-3 Bayesian Games: Second Definition Видео6-4 Analyzing Bayesian Games Видео6-5 Analyzing Bayesian Games: Another Example ВидеоIn-Video Quizzes Week 6ЗаданиеProblem Set 6Задание
07Week 7: Coalitional Games7 материалов

Week 7: Coalitional Games

7-1 Coalitional Game Theory: Taste Видео7-2 Coalitional Game Theory: Definitions Видео7-3 The Shapley Value Видео7-4 The Core Видео7-5 Comparing the Core and Shapley value in an Example ВидеоIn-Video Quizzes Week 7ЗаданиеProblem Set 7Задание
08Week 8: Final Exam1 материалов

Week 8: Final Exam

Final ExamЗадание