Keyword : least-squares probabilistic classifier


Computationally Efficient Multi-Label Classification by Least-Squares Probabilistic Classifiers
Hyunha NAM Hirotaka HACHIYA Masashi SUGIYAMA 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2013/08/01
Vol. E96-D  No. 8 ; pp. 1871-1874
Type of Manuscript:  LETTER
Category: Fundamentals of Information Systems
Keyword: 
multi-label classificationleast-squares probabilistic classifier
 Summary | Full Text:PDF(185.7KB)

Early Stopping Heuristics in Pool-Based Incremental Active Learning for Least-Squares Probabilistic Classifier
Tsubasa KOBAYASHI Masashi SUGIYAMA 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2012/08/01
Vol. E95-D  No. 8 ; pp. 2065-2073
Type of Manuscript:  PAPER
Category: Artificial Intelligence, Data Mining
Keyword: 
pool-based incremental active learningearly stoppingleast-squares probabilistic classifiersemi-supervised learning
 Summary | Full Text:PDF(2MB)

Improving the Accuracy of Least-Squares Probabilistic Classifiers
Makoto YAMADA Masashi SUGIYAMA Gordon WICHERN Jaak SIMM 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2011/06/01
Vol. E94-D  No. 6 ; pp. 1337-1340
Type of Manuscript:  LETTER
Category: Pattern Recognition
Keyword: 
least-squares probabilistic classifierkernel logistic regressiondensity ratioPASCAL VOC 2010freesound
 Summary | Full Text:PDF(114.6KB)