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CORR
2010
Springer
89views Education» more  CORR 2010»
13 years 8 months ago
Collaborative Filtering in a Non-Uniform World: Learning with the Weighted Trace Norm
We show that matrix completion with tracenorm regularization can be significantly hurt when entries of the matrix are sampled nonuniformly. We introduce a weighted version of the ...
Ruslan Salakhutdinov, Nathan Srebro
CAISE
2006
Springer
14 years 9 days ago
Spatio-Temporal Proximity as a basis for Collaborative Filtering in Mobile Environments
Abstract. We propose a new approach to collaborative filtering in mobile tourist information systems based on spatio-temporal proximity in social contexts. Users store ratings and ...
Alexandre de Spindler, Moira C. Norrie, Michael Gr...
SIGIR
1999
ACM
14 years 27 days ago
An Algorithmic Framework for Performing Collaborative Filtering
Jonathan L. Herlocker, Joseph A. Konstan, Al Borch...
ICML
2007
IEEE
14 years 9 months ago
Restricted Boltzmann machines for collaborative filtering
Most of the existing approaches to collaborative filtering cannot handle very large data sets. In this paper we show how a class of two-layer undirected graphical models, called R...
Ruslan Salakhutdinov, Andriy Mnih, Geoffrey E. Hin...
ECTEL
2011
Springer
12 years 8 months ago
Remote Collaborative Multi-user Informal Learning Experiences: Design and Evaluation
This paper presents a customizable system used to develop a collaborative multi-user problem solving game. It addresses the increasing demand for appealing informal learning experi...
Ernesto Arroyo, Valeria Righi, Roger Tarrago, Patr...