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Ze Jin
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Recommendation System
Factorization Machine
Negative Sampling
Debias
User Behavior Sequence Modeling
Game Theory
Game Theory En
Lecture 2 Mixed Strategies, Expected Payoffs, and Nash Equilibrium
Lecture 3 Nash’s Theorem
Lecture 4 Zero-sum games, and the Minimax Theorem
Lecture 5 Introduction to Linear Programming
Lecture 6 The Simplex Algorithm
Lecture 7 LP Duality
Lecture 8 Computing Solutions for General Finite Strategic Games, Part I
Lecture 9 Computing Solutions for General Strategic Games, Part II
Lecture 10 Games in Extensive Form
Lecture 11 Games of Perfect Information
Lecture 12 Games on Graphs
Lecture 15 A brief taster of Markov Decision Processes and Stochastic Games
Lecture 16 Selfish Network Routing, Congestion Games, and the Price of Anarchy
Lecture 17 A first look at Auctions and Mechanism Design
Lecture 18 Auctions and Mechanism Design II
Lecture 19 Auctions and Mechanism Design III
Game Theory Zh
课程导读
术语表
Lecture 2 混合策略、期望收益与纳什均衡
Lecture 3 纳什定理
Lecture 4 零和博弈与 Minimax 定理
Lecture 5 线性规划入门
Lecture 6 单纯形算法
Lecture 7 LP 对偶性
Lecture 8 一般有限策略式博弈的求解 I
Lecture 9 一般策略式博弈的求解 II
Lecture 10 扩展式博弈
Lecture 11 完美信息博弈
Lecture 12 图上的博弈
Lecture 15 马尔可夫决策过程与随机博弈简述
Lecture 16 自私网络路由、拥塞博弈与无政府代价
Lecture 17 拍卖与机制设计初探
Lecture 18 拍卖与机制设计 II
Lecture 19 拍卖与机制设计 III
Time Series Prediction
TimesNet
Large Language Models
GPT: The Begin
Game Theory
Game Theory Zh
Lecture 19 拍卖与机制设计 III
Lecture 19 拍卖与机制设计 III：匹配市场、单需求拍卖与 VCG；Myerson 收入最优拍卖；以及机制设计的形式化框架
稳定婚姻问题
mtu: stable marrriage probelm