Principles of Nonparametric Learning Book [PDF] Download

• Publisher : Springer
• File Size : 20,6 Mb
• Release Date : 04 May 2014

This volume provides a systematic in-depth analysis of nonparametric learning. It covers the theoretical limits and the asymptotical optimal algorithms and estimates, such as pattern recognition, nonparametric regression estimation, universal

• Publisher : Springer Science & Business Media
• File Size : 34,7 Mb
• Release Date : 18 April 2006

This book provides a systematic in-depth analysis of nonparametric regression with random design. It covers almost all known estimates. The emphasis is on distribution-free properties of the estimates.

• Publisher : Springer
• File Size : 55,7 Mb
• Release Date : 29 September 2006

This book constitutes the refereed proceedings of the 19th Annual Conference on Learning Theory, COLT 2006, held in Pittsburgh, Pennsylvania, USA, June 2006. The book presents 43 revised full papers together with 2 articles

• Publisher : Springer
• File Size : 44,9 Mb
• Release Date : 22 March 2011

Machine Learning has become a key enabling technology for many engineering applications, investigating scientific questions and theoretical problems alike. To stimulate discussions and to disseminate new results, a summer school

• Publisher : John Wiley & Sons
• File Size : 38,9 Mb
• Release Date : 09 June 2011

A thought-provoking look at statistical learning theory and its role in understanding human learning and inductive reasoning A joint endeavor from leading researchers in the fields of philosophy and electrical

• Publisher : Springer Science & Business Media
• File Size : 22,6 Mb
• Release Date : 20 June 2005

This book constitutes the refereed proceedings of the 18th Annual Conference on Learning Theory, COLT 2005, held in Bertinoro, Italy in June 2005. The 45 revised full papers together with three articles on

• Publisher : Springer
• File Size : 48,9 Mb
• Release Date : 11 June 2004

This book constitutes the refereed proceedings of the 17th Annual Conference on Learning Theory, COLT 2004, held in Banff, Canada in July 2004. The 46 revised full papers presented were carefully reviewed and

• Publisher : John Wiley & Sons
• File Size : 47,6 Mb
• Release Date : 04 September 2009

An applied treatment of the key methods and state-of-the-art tools for visualizing and understanding statistical data Smoothing of Multivariate Data provides an illustrative and hands-on approach to the multivariate aspects

• Publisher : Springer Science & Business Media
• File Size : 35,9 Mb
• Release Date : 09 February 2006

This volume collects revised versions of papers presented at the 29th Annual Conference of the Gesellschaft für Klassifikation, the German Classification Society, held at the Otto-von-Guericke-University of Magdeburg, Germany,

• Publisher : Springer
• File Size : 39,7 Mb
• Release Date : 30 August 2004

The Israeli GAFA seminar (on Geometric Aspect of Functional Analysis) during the years 2002-2003 follows the long tradition of the previous volumes. It reflects the general trends of the theory.