前不久听了Vijay教授关于Structural Model的课程,受益匪浅。之后和学姐聊天时,聊到IS领域做Structural model的一帮教授们,我发现他们之中很多都有很强的统计学背景,有的教授的研究方向也正好和ML很相关,顿时很感兴趣。前几天,发现了Washinton Uni.的大牛Tan Yong教授组织的一个Workshop,感觉很有意思。于是想整理一下关于Structural model的一些资料。
THE STRUCTURAL MODELING AND MACHINE LEARNING APPLICATIONS FOR RESEARCH ON TECHNOLOGY WORKSHOP: 2017 Home Page
Chairs
Anindya Ghose - Stern School, NYU
Param Vir Singh - Tepper School, CMU
Yong Tan - Foster School, UW
Course & Instructors
Dynamic Structural Models
Structural Demand Estimation Using Aggregate Data and Bayesian Learning Model
Structural Estimation of Auctions
Matching Models
Stephanie Lee
Hidden Markov Models
Vilma Todri
Variational probabilistic inference
Junming Yin
Decision-making under uncertainty and personalization
Yingfei Wang
Word Embedding
Panos
Other Resources
leedokyun|Deep Learning Resources
CMU Business Technology Group-Links