Restricting the IDM for Classification

Communications in Computer and Information Science

Volumn 80 PART 1, Issue , 2010, Pages 328-337

  Corani, Giorgio ^a   Benavoli, Alessio ^a  

^a DALLE MOLLE INSTITUTE FOR ARTIFICIAL INTELLIGENCE IDSIA   (Switzerland)

Author keywords

[No Author keywords available]

Indexed keywords

IMPRECISE DIRICHLET MODEL; IMPRECISE PROBABILITIES; NAIVE BAYES CLASSIFIERS; NAIVE CREDAL CLASSIFIERS; ROBUST CLASSIFICATION;

DATA PROCESSING; KNOWLEDGE BASED SYSTEMS;

INFORMATION MANAGEMENT;

EID: 84866005660     PISSN: 18650929     EISSN: None     Source Type: Book Series    
DOI: 10.1007/978-3-642-14055-6_34     Document Type: Conference Paper

References (7)

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2. Bernard, J.-M.: An introduction to the Imprecise Dirichlet Model for multinomial data. Int. J. of Approximate Reasoning 39(2-3), 123-150 (2005)
3. Corani, G., Zaffalon, M.: Credal Model Averaging: An Extension of Bayesian Model Averaging to Imprecise Probabilities. In: Proc. of the 2008 European Conf. on Machine Learning and Knowledge Discovery in Databases, pp. 257-271 (2008)
4. Corani, G., Zaffalon, M.: Lazy naive credal classifier. In: Proc. of the 1st ACM SIGKDD Workshop on Knowledge Discovery from Uncertain Data, pp. 30-37. ACM, New York (2009)
5. Dash, D., Cooper, G.F.: Model Averaging for Prediction with Discrete Bayesian Networks. J. of Machine Learning Research 5, 1177-1203 (2004)
6. Walley, P.: Statistical Reasoning with Imprecise Probabilities. Chapman and Hall, New York (1991)
7. Zaffalon, M.: Statistical inference of the naive credal classifier. In: ISIPTA 2001: Proc. of the Second Int. Symp. on Imprecise Probabilities and Their Applications, The Netherlands, Shaker, pp. 384-393 (2001)