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PAKDD
2007
ACM
106views Data Mining» more  PAKDD 2007»
14 years 5 months ago
Estimation of Class Membership Probabilities in the Document Classification
Kazuko Takahashi, Hiroya Takamura, Manabu Okumura
NIPS
2001
14 years 7 days ago
Reducing multiclass to binary by coupling probability estimates
This paper presents a method for obtaining class membership probability estimates for multiclass classification problems by coupling the probability estimates produced by binary c...
B. Zadrozny
IJCAI
2001
14 years 7 days ago
Active Learning for Class Probability Estimation and Ranking
For many supervised learning tasks it is very costly to produce training data with class labels. Active learning acquires data incrementally, at each stage using the model learned...
Maytal Saar-Tsechansky, Foster J. Provost
KDD
2002
ACM
187views Data Mining» more  KDD 2002»
14 years 11 months ago
Transforming classifier scores into accurate multiclass probability estimates
Class membership probability estimates are important for many applications of data mining in which classification outputs are combined with other sources of information for decisi...
Bianca Zadrozny, Charles Elkan
IJIT
2004
14 years 7 days ago
Learning of Class Membership Values by Ellipsoidal Decision Regions
A novel method of learning complex fuzzy decision regions in the n-dimensional feature space is proposed. Through the fuzzy decision regions, a given pattern's class membershi...
Leehter Yao, Chin-chin Lin