TY  - BOOK
AU  - Murphy,Kevin P.
TI  - Machine learning: a probabilistic perspective 
SN  - 978-0262018029
U1  - 006.31 23
PY  - 2012///
CY  - Cambridge, Massachusetts
PB  - Massachusetts Institute of Technology
KW  - Aprendizaje automático
KW  - Modelos probabilísticos
KW  - Aprendizaje automatizado
KW  - Inteligencia artificial
KW  - Aprendizaje supervisado
KW  - Sistemas adaptativos
N1  - Obra de referencia sobre aprendizaje automático con enfoque probabilístico, orientada a estudiantes, investigadores y profesionales de la informática y la ciencia de datos; Parte I. Fundamentos -- Parte II. Modelos probabilísticos -- Parte III. Aprendizaje supervisado -- Parte IV. Aprendizaje no supervisado -- Parte V. Métodos avanzados
N2  - A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying approach.
Today's Web-enabled deluge of electronic data calls for automated methods of data analysis. Machine learning provides these, developing methods that can automatically detect patterns in data and then use the uncovered patterns to predict future data. This textbook offers a comprehensive and self-contained introduction to the field of machine learning, based on a unified, probabilistic approach
ER  -