Review papers: Recent developments in nonparametric density estimation

AJ Izenman - Journal of the american statistical association, 1991 - Taylor & Francis
Advances in computation and the fast and cheap computational facilities now available to
statisticians have had a significant impact upon statistical research, and especially the …

[PDF][PDF] A review of dimension reduction techniques

MA Carreira-Perpinán - … University of Sheffield. Tech. Rep. CS …, 1997 - faculty.ucmerced.edu
The problem of dimension reduction is introduced as a way to overcome the curse of the
dimensionality when dealing with vector data in high-dimensional spaces and as a …

Density modeling of images using a generalized normalization transformation

J Ballé, V Laparra, EP Simoncelli - arXiv preprint arXiv:1511.06281, 2015 - arxiv.org
We introduce a parametric nonlinear transformation that is well-suited for Gaussianizing
data from natural images. The data are linearly transformed, and each component is then …

[图书][B] Multivariate density estimation: theory, practice, and visualization

DW Scott - 2015 - books.google.com
Clarifies modern data analysis through nonparametric density estimation for a complete
working knowledge of the theory and methods Featuring a thoroughly revised presentation …

Springer series in statistics

P Bickel, P Diggle, S Fienberg, U Gather, I Olkin… - Principles and Theory …, 2009 - Springer
The idea for this book came from the time the authors spent at the Statistics and Applied
Mathematical Sciences Institute (SAMSI) in Research Triangle Park in North Carolina …

[图书][B] A probabilistic theory of pattern recognition

L Devroye, L Györfi, G Lugosi - 2013 - books.google.com
Pattern recognition presents one of the most significant challenges for scientists and
engineers, and many different approaches have been proposed. The aim of this book is to …

[图书][B] Statistical pattern recognition

AR Webb - 2003 - books.google.com
Statistical pattern recognition is a very active area of study andresearch, which has seen
many advances in recent years. New andemerging applications-such as data mining, web …

[图书][B] Discriminant analysis and statistical pattern recognition

GJ McLachlan - 2005 - books.google.com
The Wiley-Interscience Paperback Series consists of selected books that have been made
more accessible to consumers in an effort to increase global appeal and general circulation …

[图书][B] Smoothing methods in statistics

JS Simonoff - 2012 - books.google.com
The existence of high speed, inexpensive computing has made it easy to look at data in
ways that were once impossible. Where once a data analyst was forced to make restrictive …

[图书][B] Modern multivariate statistical techniques

AJ Izenman - 2008 - Springer
Not so long ago, multivariate analysis consisted solely of linear methods illustrated on small
to medium-sized data sets. Moreover, statistical computing meant primarily batch processing …