Calibrating classifier scores into probabilities

Studies in Classification, Data Analysis, and Knowledge Organization

Volumn , Issue , 2007, Pages 141-148

  Gebel, Martin ^a   Weihs, Claus ^a  

^a TU DORTMUND UNIVERSITY   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

CALIBRATION; DATA HANDLING; INFORMATION ANALYSIS;

10-FOLD CROSS-VALIDATION; CALIBRATION METHOD; POST PROCESSING; PROBABILISTIC CLASSIFIERS; PROBABILITY SPACES; SUPERVISED CLASSIFICATION;

SUPPORT VECTOR MACHINES;

EID: 84867401885     PISSN: 14318814     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1007/978-3-540-70981-7_17     Document Type: Conference Paper

References (4)

1. BENNETT, P. (2003): Using Asymmetric Distributions to Improve Text Classifier Probability Estimates: A Comparison of New and Standard Parametric Methods. Techn. Report CMU-CS-02-126, Carnegie Mellon, School of Computer Science.
2. GARCZAREK, U. (2002): Classification Rules in Standardized Partition Spaces. [http://eldorado.uni-dortmund.de:8080/FB5/ls7/forschung/2002/Garczarek]. Dissertation, Universität Dortmund.
3. PLATT, J. (1999): Probabilistic Outputs for Support Vector Machines and Comparisons to Regularized Likelihood Methods. In: A. Smola, P. Bartlett, B. Schoelkopf and D. Schuurmans (Eds.): Advances in Large Margin Classiers. MIT Press, Cambridge, 61-74.
4. ZADROZNY, B. and ELKAN, C. (2002): Transforming Classifier Scores into Accurate Multiclass Probability Estimates. In: Proceedings of the 8th Internat. Conference on Knowledge Discovery and Data Mining. ACM Press, Edmonton, 694-699.