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CORR
2010
Springer
89views Education» more  CORR 2010»
15 years 2 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
15 years 6 months 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
15 years 6 months ago
An Algorithmic Framework for Performing Collaborative Filtering
Jonathan L. Herlocker, Joseph A. Konstan, Al Borch...
108
Voted
ICML
2007
IEEE
16 years 3 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
14 years 2 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...