304 citations · 1.6k across the 183 of their papers we have counts for
4 papers · 2 filters
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…
Ensemble of Distributed Learners for Online Classification of Dynamic Data Streams
Luca Canzian, Yu Zhang, Mihaela van der Schaar
We present an efficient distributed online learning scheme to classify data captured from distributed, heterogeneous, and dynamic data sources. Our scheme consists of multiple dist…
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…