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» Probabilistic Matrix Factorization
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ICML
2009
IEEE
14 years 8 months ago
Non-linear matrix factorization with Gaussian processes
Neil D. Lawrence, Raquel Urtasun
KDD
2008
ACM
117views Data Mining» more  KDD 2008»
14 years 8 months ago
Relational learning via collective matrix factorization
Ajit Paul Singh, Geoffrey J. Gordon
CORR
2006
Springer
178views Education» more  CORR 2006»
13 years 7 months ago
Low-rank matrix factorization with attributes
We develop a new collaborative filtering (CF) method that combines both previously known users' preferences, i.e. standard CF, as well as product/user attributes, i.e. classi...
Jacob Abernethy, Francis Bach, Theodoros Evgeniou,...
SDM
2012
SIAM
233views Data Mining» more  SDM 2012»
11 years 10 months ago
On Finding Joint Subspace Boolean Matrix Factorizations
Finding latent factors of the data using matrix factorizations is a tried-and-tested approach in data mining. But finding shared factors over multiple matrices is more novel prob...
Pauli Miettinen
CIKM
2010
Springer
13 years 6 months ago
Yes we can: simplex volume maximization for descriptive web-scale matrix factorization
Matrix factorization methods are among the most common techniques for detecting latent components in data. Popular examples include the Singular Value Decomposition or Nonnegative...
Christian Thurau, Kristian Kersting, Christian Bau...