Machine Learning: The Art and Science of Algorithms that Make Sense of Data

Flach, Peter

ISBN 10: 1107422221 / ISBN 13: 9781107422223

Editore: Cambridge University Press, 2012

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Dati bibliografici

• Titolo: Machine Learning: The Art and Science of Algorithms that Make Sense of Data
• Editore: Cambridge University Press
• Data di pubblicazione: 2012
• Lingua: Inglese
• ISBN 10: 1107422221
• ISBN 13: 9781107422223
• Rilegatura: Brossura
• Condizione: New

Descrizione articolo

Riassunto

Covering all the main approaches in state-of-the-art machine learning research, this will set a new standard as an introductory textbook.

Informazioni sull?autore

Peter Flach has more than twenty years of experience in machine learning teaching and research. He is Editor-in-Chief of Machine Learning and Program Co-Chair of the 2009 ACM Conference on Knowledge Discovery and Data Mining and the 2012 European Conference on Machine Learning and Data Mining. His research spans all aspects of machine learning, from knowledge representation and the use of logic to learn from highly structured data to the analysis and evaluation of machine learning models and methods to large-scale data mining. He is particularly known for his innovative use of Receiver Operating Characteristic (ROC) analysis for understanding and improving machine learning methods. These innovations have proved their effectiveness in a number of invited talks and tutorials and now form the backbone of this book.