TY  - BOOK
AU  - Flach,Peter A.
TI  - Machine learning: the art and science of algorithms that make sense of data 
SN  - 9781107096394 (hbk.)
PY  - 2012///
CY  - Cambridge[etc.]
PB  - Cambridge University Press
KW  - Machine learning
KW  - Apprentissage
KW  - Sistemas de información
KW  - Gestión
KW  - Bases de datos
KW  - Aprendizaje automático (Inteligencia artificial)
N1  - Includes bibliographical references (p. 367-381) and index; 1. The ingredients of machine learning -- 2. Binary classification and related tasks -- 3. Beyond binary classification -- 4. Concept learning -- 5. Tree models -- 6. Rule models -- 7. Linear models -- 8. Distance-based models -- 9. Probabilistic models -- 10. Features -- 11. Model ensembles -- 12. Machine learning experiments -- Epilogue: where to go from here
N2  - 'Machine Learning' brings together all the state-of-the-art methods for making sense of data. With hundreds of worked examples and explanatory figures, it explains the principles behind these methods in an intuitive yet precise manner and will appeal to novice and experienced readers alike.Covering all the main approaches in state-of-the-art machine learning research, this will set a new standard as an introductory textbook
ER  -