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» Relational learning via collective matrix factorization
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KDD
2008
ACM
117views Data Mining» more  KDD 2008»
14 years 4 months ago
Relational learning via collective matrix factorization
Ajit Paul Singh, Geoffrey J. Gordon
BIBM
2010
IEEE
158views Bioinformatics» more  BIBM 2010»
13 years 2 months ago
Protein-protein interaction prediction via Collective Matrix Factorization
Abstract--Protein-protein interactions (PPI) play an important role in cellular processes and metabolic processes within a cell. An important task is to determine the existence of ...
Qian Xu, Evan Wei Xiang, Qiang Yang
SIGIR
2012
ACM
11 years 6 months ago
Inferring missing relevance judgments from crowd workers via probabilistic matrix factorization
In crowdsourced relevance judging, each crowd worker typically judges only a small number of examples, yielding a sparse and imbalanced set of judgments in which relatively few wo...
Hyun Joon Jung, Matthew Lease
ACL
2004
13 years 5 months ago
The Sentimental Factor: Improving Review Classification Via Human-Provided Information
Sentiment classification is the task of labeling a review document according to the polarity of its prevailing opinion (favorable or unfavorable). In approaching this problem, a m...
Philip Beineke, Trevor Hastie, Shivakumar Vaithyan...
SIGKDD
2010
151views more  SIGKDD 2010»
12 years 11 months ago
Limitations of matrix completion via trace norm minimization
In recent years, compressive sensing attracts intensive attentions in the field of statistics, automatic control, data mining and machine learning. It assumes the sparsity of the ...
Xiaoxiao Shi, Philip S. Yu