114 citations · 381 across the 40 of their papers we have counts for
5 papers · 1 filter
Distributed Online Learning in Social Recommender Systems
Cem Tekin, Simpson Zhang, Mihaela van der Schaar
In this paper, we consider decentralized sequential decision making in distributed online recommender systems, where items are recommended to users based on their search query as w…
Decentralized Online Big Data Classification - a Bandit Framework
Cem Tekin, Mihaela van der Schaar
Distributed, online data mining systems have emerged as a result of applications requiring analysis of large amounts of correlated and high-dimensional data produced by multiple di…
Distributed Online Learning via Cooperative Contextual Bandits
Cem Tekin, Mihaela van der Schaar
In this paper we propose a novel framework for decentralized, online learning by many learners. At each moment of time, an instance characterized by a certain context may arrive to…
Distributed Online Big Data Classification Using Context Information
Cem Tekin, Mihaela van der Schaar
Distributed, online data mining systems have emerged as a result of applications requiring analysis of large amounts of correlated and high-dimensional data produced by multiple di…
Online Learning in a Contract Selection Problem
Cem Tekin, Mingyan Liu
In an online contract selection problem there is a seller which offers a set of contracts to sequentially arriving buyers whose types are drawn from an unknown distribution. If the…