most citedExploration vs. Exploitation in the Information Filtering Problem

3 citations · 3 across the 3 of their papers we have counts for

collaborators

3 papers

stat.ML2015

Clustering via Content-Augmented Stochastic Blockmodels

J. Massey Cashore, Xiaoting Zhao, Alexander A. Alemi +2

Much of the data being created on the web contains interactions between users and items. Stochastic blockmodels, and other methods for community detection and clustering of biparti…

cs.LG2014

A Markov Decision Process Analysis of the Cold Start Problem in Bayesian Information Filtering

Xiaoting Zhao, Peter I. Frazier

We consider the information filtering problem, in which we face a stream of items, and must decide which ones to forward to a user to maximize the number of relevant items shown, m…

math.OC2014★ 3 cited

Exploration vs. Exploitation in the Information Filtering Problem

Xiaoting Zhao, Peter I. Frazier

We consider information filtering, in which we face a stream of items too voluminous to process by hand (e.g., scientific articles, blog posts, emails), and must rely on a computer…