Contacto
Cómo comprar
Entrega
Guía de compras
Density Ratio Estimation in Machine Learning
Inglés
438 b
Política de devolución de 30 días
Clientes que también han comprado
/
Tapa blanda
42.39
€
/
Tapa blanda
37.39
€
/
Tapa dura
119.29
€
Machine learning is an interdisciplinary field of science and engineering that studies mathematical theories and practical applications of systems that learn. This book introduces theories, methods and applications of density ratio estimation, which is a newly emerging paradigm in the machine learning community. Various machine learning problems such as non-stationarity adaptation, outlier detection, dimensionality reduction, independent component analysis, clustering, classification and conditional density estimation can be systematically solved via the estimation of probability density ratios. The authors offer a comprehensive introduction of various density ratio estimators including methods via density estimation, moment matching, probabilistic classification, density fitting and density ratio fitting as well as describing how these can be applied to machine learning. The book provides mathematical theories for density ratio estimation including parametric and non-parametric convergence analysis and numerical stability analysis to complete the first and definitive treatment of the entire framework of density ratio estimation in machine learning.
Sobre el libro
Inglés
Regale este libro hoy
Es fácil
1 Añadir al carrito y elegir Entregar como regalo en el checkout 2 Le enviaremos un vale 3 El libro llegará a la dirección del destinatarioTambién puede interesarle
/
Tapa blanda
58.99
€
/
Tapa blanda
9.59
€
/
Tapa blanda
12.59
€
/
Tapa dura
31.79
€
¡Hola! Soy Libroamiko, tu asesor de libros.
¿Cómo puedo ayudarte?