Search Results
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Pattern Mining with Evolutionary Algorithms
This book provides a comprehensive overview of the field of pattern mining with evolutionary algorithms. To do so, it covers formal definitions about patterns, patterns mining, type of patterns and the usefulness of patterns in the knowledge discovery process. As it is described within the book, t... More
Language: ENGCopyright: 2016 -
Supervised Descriptive Pattern Mining
This book provides a general and comprehensible overview of supervised descriptive pattern mining, considering classic algorithms and those based on heuristics. It provides some formal definitions and a general idea about patterns, pattern mining, the usefulness of patterns in the knowledge discove... More
Language: ENGCopyright: 2018 -
Multiple Instance Learning
by Sebastián Ventura • Francisco Herrera • Rafael Bello • Chris Cornelis • Amelia Zafra • Dánel Sánchez-Tarragó • Sarah VluymansThis book provides a general overview of multiple instance learning (MIL), defining the framework and covering the central paradigms. The authors discuss the most important algorithms for MIL such as classification, regression and clustering. With a focus on classification, a taxonomy is set and t... More
Language: ENGCopyright: 2016 -
Machine Learning and Principles and Practice of Knowledge Discovery in Databases: International Workshops of ECML PKDD 2021, Virtual Event, September 13-17, 2021, Proceedings, Part I (Communications in Computer and Information Science #1524)
by Christopher Buckley • Min Zhou • Lee Cooper • Rita Ribeiro • Donato Malerba • Bodo Rosenhahn • João Gama • Riccardo Guidotti • Anna Monreale • Pedro M. Ferreira • Meng Sun • Philippe Fournier-Viger • Ricard Gavaldà • Michael Kamp • Yamuna Krishnamurthy • Valerio Bitetta • Ilaria Bordino • Andrea Ferretti • Francesco Gullo • Christine Largeron • Massimiliano Ruocco • Giovanni Ponti • Tim Verbelen • Pablo Lanillos • Holger Fröning • Franz Pernkopf • Gregor Schiele • Michaela Blott • Lorenzo Severini • Przemyslaw Biecek • Irena Koprinska • Linara Adilova • Ibéria Medeiros • Eirini Ntoutsi • Salvatore Rinzivillo • Jefrey Lijffijt • Adrien Bibal • Tassadit Bouadi • Benoît Frénay • Luis Galárraga • José Oramas • Bo Kang • Tiphaine Viard • Pascal Welke • Erlend Aune • Claudio Gallicchio • Günther Schindler • Mykola Pechenizkiy • Daniela Cialfi • Maxwell Ramstead • Giuseppina Andresini • M. Saqib Nawaz • Sebastian Ventura • Naghmeh Ghazaleh • Jonas Richiardi • Damian Roqueiro • Diego Saldana Miranda • Konstantinos Sechidis • Guilherme GraçaThis two-volume set constitutes the refereed proceedings of the workshops which complemented the 21th Joint European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD, held in September 2021. Due to the COVID-19 pandemic the conference and workshops were held online. The... More
Language: ENGCopyright: 2021 -
Machine Learning and Principles and Practice of Knowledge Discovery in Databases: International Workshops of ECML PKDD 2021, Virtual Event, September 13-17, 2021, Proceedings, Part II (Communications in Computer and Information Science #1525)
by Christopher Buckley • Min Zhou • Lee Cooper • Rita Ribeiro • Donato Malerba • Bodo Rosenhahn • João Gama • Riccardo Guidotti • Anna Monreale • Pedro M. Ferreira • Meng Sun • Philippe Fournier-Viger • Ricard Gavaldà • Michael Kamp • Yamuna Krishnamurthy • Valerio Bitetta • Ilaria Bordino • Andrea Ferretti • Francesco Gullo • Christine Largeron • Massimiliano Ruocco • Giovanni Ponti • Tim Verbelen • Pablo Lanillos • Holger Fröning • Franz Pernkopf • Gregor Schiele • Michaela Blott • Lorenzo Severini • Przemyslaw Biecek • Irena Koprinska • Linara Adilova • Ibéria Medeiros • Eirini Ntoutsi • Salvatore Rinzivillo • Jefrey Lijffijt • Adrien Bibal • Tassadit Bouadi • Benoît Frénay • Luis Galárraga • José Oramas • Bo Kang • Tiphaine Viard • Pascal Welke • Erlend Aune • Claudio Gallicchio • Günther Schindler • Mykola Pechenizkiy • Daniela Cialfi • Maxwell Ramstead • Giuseppina Andresini • M. Saqib Nawaz • Sebastian Ventura • Naghmeh Ghazaleh • Jonas Richiardi • Damian Roqueiro • Diego Saldana Miranda • Konstantinos Sechidis • Guilherme GraçaThis two-volume set constitutes the refereed proceedings of the workshops which complemented the 21th Joint European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD, held in September 2021. Due to the COVID-19 pandemic the conference and workshops were held online. The... More
Language: ENGCopyright: 2021