1.2k citations · 7.6k across the 154 of their papers we have counts for
5 papers · 1 filter
Generalization Analysis for Game-Theoretic Machine Learning
Haifang Li, Fei Tian, Wei Chen +2
For Internet applications like sponsored search, cautions need to be taken when using machine learning to optimize their mechanisms (e.g., auction) since self-interested agents in…
Incentivizing High-quality Content from Heterogeneous Users: On the Existence of Nash Equilibrium
Yingce Xia, Tao Qin, Nenghai Yu +1
We study the existence of pure Nash equilibrium (PNE) for the mechanisms used in Internet services (e.g., online reviews and question-answer websites) to incentivize users to gener…
Generalized Second Price Auction with Probabilistic Broad Match
Wei Chen, Di He, Tie-Yan Liu +3
Generalized Second Price (GSP) auctions are widely used by search engines today to sell their ad slots. Most search engines have supported broad match between queries and bid keywo…
Agent Behavior Prediction and Its Generalization Analysis
Fei Tian, Haifang Li, Wei Chen +3
Machine learning algorithms have been applied to predict agent behaviors in real-world dynamic systems, such as advertiser behaviors in sponsored search and worker behaviors in cro…
Online Mechanism Design for Cloud Computing
Weidong Ma, Bo Zheng, Tao Qin +2
In this work, we study the problem of online mechanism design for resources allocation and pricing in cloud computing (RAPCC). We show that in general the allocation problems in RA…