Cost-Sensitive Machine Learning (Chapman & Hall/Crc: Machine Learning & Pattern Recognition) - Softcover

 
9780367381912: Cost-Sensitive Machine Learning (Chapman & Hall/Crc: Machine Learning & Pattern Recognition)
Softcover
ISBN 10: 0367381915 ISBN 13: 9780367381912
Verlag: Routledge, 2019

Inhaltsangabe

This volume is one of the first books to provide an overview of the current research efforts and problems in this area. It discusses real-world applications that incorporate the cost of learning into the modeling process. The first part of the book describes well-established machine learning approaches for reducing data acquisition costs during training as well as approaches for reducing costs when systems must make predictions for new samples. The second part covers real-world applications, such as computer-aided medical diagnosis, that effectively trade off different types of costs.

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Über die Autorin bzw. den Autor

Balaji Krishnapuram is a senior R&D manager at Siemens Medical Solutions. He earned a Ph.D. in electrical and computer engineering from Duke University. His research interests include statistical data mining and information retrieval.

Shipeng Yu is a senior staff scientist at Siemens Medical Solutions. He earned a Ph.D. in computer science from the University of Munich. His research interests include statistical machine learning, data mining, Bayesian analysis, information retrieval and extraction, healthcare analytics, and personalized medicine.

R. Bharat Rao is senior director and head of Knowledge Solutions at Siemens Medical Solutions, where was recognized as one of its Inventors of the Year in 2005. He also received the 2011 ACM SIGKDD Lifetime Service Award for pioneering applications of data mining for healthcare. He earned a Ph.D. in electrical and computer engineering from the University of Illinois at Urbana-Champaign. His research interests include machine learning, healthcare analytics, mining large data, and personalized medicine.

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Verlag
Routledge
Erscheinungsdatum
2019
Sprache
Englisch
ISBN 10 
0367381915
ISBN 13 
9780367381912
Einband
Taschenbuch
Anzahl der Seiten
332
Herausgeber
Krishnapuram Balaji
Kontakt zum Hersteller
preigu GmbH & Co. KG
mail@preigu.de

Lengericher Landstr. 19
Osnabrück
Niedersachsen
49078
Deutschland

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ISBN 10:  1439839255 ISBN 13:  9781439839256
Verlag: Taylor & Francis Inc, 2011
Hardcover