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TITLE: Metalearning. Applications to Automated Machine Learning and Data Mining
AUTHORS: Pavel Brazdil ; Jan N. van Rijn; Carlos Soares ; Joaquin Vanschoren;
PUBLISHED: 2022, SOURCE: Cognitive Technologies
INDEXED IN: CrossRef: 23 Unpaywall
IN MY: ORCID
32
TITLE: On the joint-effect of class imbalance and overlap: a critical review  Full Text
AUTHORS: Santos, Miriam Seoane ; Abreu, Pedro Henriques ; Japkowicz, Nathalie; Fernandez, Alberto; Soares, Carlos ; Wilk, Szymon; Santos, Joao ;
PUBLISHED: 2022, SOURCE: ARTIFICIAL INTELLIGENCE REVIEW, VOLUME: 55, ISSUE: 8
INDEXED IN: Scopus WOS DBLP CrossRef: 44
IN MY: ORCID | DBLP
33
TITLE: On Usefulness of Outlier Elimination in Classification Tasks
AUTHORS: Dusan Hetlerovic; Lubos Popelínský; Pavel Brazdil; Carlos Soares ; Fernando Freitas;
PUBLISHED: 2022, SOURCE: Advances in Intelligent Data Analysis XX - 20th International Symposium on Intelligent Data Analysis, IDA 2022, Rennes, France, April 20-22, 2022, Proceedings, VOLUME: 13205
INDEXED IN: DBLP
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34
TITLE: On Usefulness of Outlier Elimination in Classification Tasks
AUTHORS: Hetlerovic, Dusan; Popelinsky, Lubos; Brazdil, Pavel ; Soares, Carlos ; Freitas, Fernando;
PUBLISHED: 2022, SOURCE: 20th International Symposium on Intelligent Data Analysis (IDA) in ADVANCES IN INTELLIGENT DATA ANALYSIS XX, IDA 2022, VOLUME: 13205
INDEXED IN: Scopus WOS DBLP CrossRef: 1
IN MY: ORCID | DBLP
36
TITLE: Empirical Study on the Impact of Different Sets of Parameters of Gradient Boosting Algorithms for Time-Series Forecasting with LightGBM
AUTHORS: Filipa S. Barros ; Vítor Cerqueira ; Carlos Soares ;
PUBLISHED: 2021, SOURCE: 18th Pacific Rim International Conference on Artificial Intelligence, PRICAI 2021 in PRICAI 2021: Trends in Artificial Intelligence - 18th Pacific Rim International Conference on Artificial Intelligence, PRICAI 2021, Hanoi, Vietnam, November 8-12, 2021, Proceedings, Part I, VOLUME: 13031
INDEXED IN: Scopus DBLP CrossRef: 2
IN MY: ORCID | DBLP
37
TITLE: Inmplode: A framework to interpret multiple related rule-based models  Full Text
AUTHORS: Strecht, P ; Mendes Moreira, J ; Soares, C ;
PUBLISHED: 2021, SOURCE: EXPERT SYSTEMS, VOLUME: 38, ISSUE: 6
INDEXED IN: Scopus WOS DBLP CrossRef: 4
IN MY: ORCID | DBLP
38
TITLE: Machine Learning Informed Decision-Making with Interpreted Model's Outputs: A Field Intervention  Full Text
AUTHORS: Leid Zejnilović; Susana Lavado; Carlos Soares ; Íñigo Martínez de Rituerto De Troya; Andrew Bell; Rayid Ghani;
PUBLISHED: 2021, SOURCE: 81st Annual Meeting of the Academy of Management 2021: Bringing the Manager Back in Management, AoM 2021, VOLUME: 2021, ISSUE: 1
INDEXED IN: Scopus CrossRef: 2
IN MY: ORCID
39
TITLE: Meta-aprendizado para otimizacao de parametros de redes neurais
AUTHORS: Tarsicio Lucas; Teresa Bernarda Ludermir; Ricardo B C Prudencio; Carlos Soares ;
PUBLISHED: 2021, SOURCE: CoRR, VOLUME: abs/2109.13745
INDEXED IN: DBLP
IN MY: ORCID | DBLP
40
TITLE: Micro-MetaStream: Algorithm selection for time-changing data  Full Text
AUTHORS: Rossi, ALD; Soares, C ; de Souza, BF; de Carvalho, ACPDF;
PUBLISHED: 2021, SOURCE: INFORMATION SCIENCES, VOLUME: 565
INDEXED IN: Scopus WOS DBLP CrossRef: 6
IN MY: ORCID | DBLP
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