Taiji SUZUKI


Least-Squares Independence Test
Masashi SUGIYAMA Taiji SUZUKI 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2011/06/01
Vol. E94-D  No. 6  pp. 1333-1336
Type of Manuscript:  LETTER
Category: Artificial Intelligence, Data Mining
Keyword: 
independence testdensity ratio estimationunconstrained least-squares importance fittingsquared-loss mutual information
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Theoretical Analysis of Density Ratio Estimation
Takafumi KANAMORI Taiji SUZUKI Masashi SUGIYAMA 
Publication:   IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences
Publication Date: 2010/04/01
Vol. E93-A  No. 4  pp. 787-798
Type of Manuscript:  PAPER
Category: Algorithms and Data Structures
Keyword: 
density ratio estimationdensity estimationlogistic regressionasymptotic analysisGaussian assumption
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Least-Squares Conditional Density Estimation
Masashi SUGIYAMA Ichiro TAKEUCHI Taiji SUZUKI Takafumi KANAMORI Hirotaka HACHIYA Daisuke OKANOHARA 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2010/03/01
Vol. E93-D  No. 3  pp. 583-594
Type of Manuscript:  PAPER
Category: Pattern Recognition
Keyword: 
conditional density estimationmultimodalityheteroscedastic noisedirect density ratio estimationtransition estimation
 Summary | Full Text:PDF(493.3KB)