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SAC
2005
ACM
13 years 10 months ago
SVD-based collaborative filtering with privacy
Collaborative ļ¬ltering (CF) techniques are becoming increasingly popular with the evolution of the Internet. Such techniques recommend products to customers using similar usersā...
Huseyin Polat, Wenliang Du
CISS
2008
IEEE
13 years 11 months ago
A lower-bound on the number of rankings required in recommender systems using collaborativ filtering
ā€” We consider the situation where users rank items from a given set, and each user ranks only a (small) subset of all items. We assume that users can be classiļ¬ed into C classe...
Peter Marbach
SIAMREV
2010
174views more  SIAMREV 2010»
12 years 11 months ago
Guaranteed Minimum-Rank Solutions of Linear Matrix Equations via Nuclear Norm Minimization
The affine rank minimization problem consists of finding a matrix of minimum rank that satisfies a given system of linear equality constraints. Such problems have appeared in the ...
Benjamin Recht, Maryam Fazel, Pablo A. Parrilo