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Maria Carolina Monard

Papers on DiSC'04


A Study of the Behavior of Several Methods for Balancing Machine Learning Training Data

Publications


Note: Links lead to the DBLP on the Web.

Maria Carolina Monard

Gustavo E. A. P. A. Batista , Maria Carolina Monard, Ana L. C. Bazzan : Improving Rule Induction Precision for Automated Annotation by Balancing Skewed Data Sets. KELSI 2004 : 20-32

Ronaldo C. Prati , Gustavo E. A. P. A. Batista , Maria Carolina Monard: Class Imbalances versus Class Overlapping: An Analysis of a Learning System Behavior. MICAI 2004 : 312-321

Claudia Regina Milaré , Gustavo E. A. P. A. Batista , André Carlos Ponce Leon Ferreira de Carvalho , Maria Carolina Monard: Applying Genetic and Symbolic Learning Algorithms to Extract Rules from Artificial Neural Networks. MICAI 2004 : 833-843

Ronaldo C. Prati , Gustavo E. A. P. A. Batista , Maria Carolina Monard: Learning with Class Skews and Small Disjuncts. SBIA 2004 : 296-306

Gustavo E. A. P. A. Batista , Ronaldo C. Prati , Maria Carolina Monard: A study of the behavior of several methods for balancing machine learning training data. SIGKDD Explorations 6 (1): 20-29 (2004)

Gustavo E. A. P. A. Batista , Ana L. C. Bazzan , Maria Carolina Monard: Balancing Training Data for Automated Annotation of Keywords: a Case Study. WOB 2003 : 10-18

Gustavo E. A. P. A. Batista , Maria Carolina Monard: An Analysis of Four Missing Data Treatment Methods for Supervised Learning. Applied Artificial Intelligence 17 (5-6): 519-533 (2003)

José Augusto Baranauskas , Maria Carolina Monard: Combining symbolic classifiers from multiple inducers. Knowl.-Based Syst. 16 (3): 129-136 (2003)

Gustavo E. A. P. A. Batista , Maria Carolina Monard: A Study of K-Nearest Neighbour as an Imputation Method. HIS 2002 : 251-260

Claudia Regina Milaré , André Carlos Ponce Leon Ferreira de Carvalho , Maria Carolina Monard: Extracting Knowledge from Artificial Neural Networks: An Empirical Comparison of Trepan and Symbolic Learning Algorithms. MICAI 2002 : 272-281

Ana Carolina Lorena , Gustavo E. A. P. A. Batista , André Carlos Ponce Leon Ferreira de Carvalho , Maria Carolina Monard: The Influence of Noisy Patterns in the Performance of Learning Methods in the Splice Junction Recognition Problem. SBRN 2002 : 31-37

Ana Carolina Lorena , Gustavo E. A. P. A. Batista , André Carlos Ponce Leon Ferreira de Carvalho , Maria Carolina Monard: Splice Junction Recognition using Machine Learning Techniques. WOB 2002 : 32-39

Adenilso da Silva Simão , Tatiana Sugeta , José Carlos Maldonado , Maria Carolina Monard: PROLOG & TXL: A Case Study for Prototyping Structural Testing Supporting Tools . CLEI Electron. J. 5 (1): (2002)

Claudia Regina Milaré , André Carlos Ponce Leon Ferreira de Carvalho , Maria Carolina Monard: An Approach to Explain Neural Networks using Symbolic Algorithms. International Journal of Computational Intelligence and Applications 2 (4): 365-376 (2002)

Adenilso da Silva Simão , Tatiana Sugeta , José Carlos Maldonado , Maria Carolina Monard: Prolog & TXL: Um Estudo de Caso para Prototipação de Ferramentas de Apoio para o Teste Estrutural. JIISIC 2001 : 15-22

Maria Carolina Monard, Jorge A. O. Bruno , Joaquina Faour , Alicia Batana : Pressure Dependence of Ionic Polarizabilities in Crystals. Computers & Chemistry 25 (5): 429-438 (2001)

Maria Carolina Monard, Jaime Simão Sichman : International Joint Conference, 7th Ibero-American Conference on AI, 15th Brazilian Symposium on AI, IBERAMIA-SBIA 2000, Open Discussion Track Proceedings, Atibaia, SP, Brazil, November 19-22, 2000 ICMC/USP 2000

Maria Carolina Monard, Jaime Simão Sichman : Advances in Artificial Intelligence, International Joint Conference, 7th Ibero-American Conference on AI, 15th Brazilian Symposium on AI, IBERAMIA-SBIA 2000, Atibaia, SP, Brazil, November 19-22, 2000, Proceedings Springer 2000

Huei Diana Lee , Maria Carolina Monard, Sandro C. Esteves : Indução Construtiva Guiada pelo Conhecimento: Um Estudo de Caso do Processamento de Sêmen Diagnóstico IBERAMIA-SBIA 2000 Open Discussion Track 2000 : 157-166

Paulo Sérgio Horst , Maria Carolina Monard: Um Sistema Computacional para Avaliação de Regras Induzidas por Algoritmos de Aprendizado de Máquina. IBERAMIA-SBIA 2000 Open Discussion Track 2000 : 167-176

José Augusto Baranauskas , Maria Carolina Monard: An Environment for Rule Extraction and Evaluation from Databases. IBERAMIA-SBIA 2000 Open Discussion Track 2000 : 187-196

Gustavo E. A. P. A. Batista , André Carlos Ponce Leon Ferreira de Carvalho , Maria Carolina Monard: Applying One-Sided Selection to Unbalanced Datasets. MICAI 2000 : 315-325

Luis Carlos Molina Félix , Solange Oliveira Rezende , Maria Carolina Monard, Chandler Wellington Caulkis : Transforming a Regression Problem into a Classification Problem using Hybrid Discretization. Computación y Sistemas 4 (1): 44-52 (2000)

Maria Carolina Monard, Alicia Batana , Jorge A. O. Bruno : Calculation of the Pressure Dependence of Anion Polarizabilities in Crystals. Computers & Chemistry 23 (5): 493-501 (1999)

Maria do Carmo Nicoletti , Maria Carolina Monard: Constructing the Extensional Representation of an Intentional Domain Theory in Inductive Logic Programming. SBIA 1995 : 171-180

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