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

Flach

Hardcover

ISBN 10: 1107096391 ISBN 13: 9781107096394

Verlag: Cambridge University Press, 2012

Inhaltsangabe

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

Über diesen Titel

Über die Autorin bzw. den Autor

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.

Details zur Ausgabe

• Verlag: Cambridge University Press
• Erscheinungsdatum: 2012
• ISBN 10: 1107096391
• ISBN 13: 9781107096394
• Einband: Tapa dura
• Sprache: Englisch
• Anzahl der Seiten: 409