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Computational statistics

by Gentle, James E., Series: Statistics and computing Published by : Springer, (Dordrecht ; | New York :) ISBN:9780387981437 (hbk. : alk. paper); 0387981438 (hbk. : alk. paper).

Subject(s): Mathematical statistics

Year: 2009

Online resources:

http://www.columbia.edu/cgi-bin/cul/resolve?clio7898575

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Holdings
Item type	Current library	Collection	Call number	Status	Date due	Barcode
Books	SME Library General Stacks	Non-fiction	519.5 GEN/CO (Browse shelf(Opens below))	Available		13188

Pt. I, Preliminaries. Mathematical and statistical preliminaries -- Pt. II, Statistical computing. Computer storage and arithmetic ; algorithm and programming ; Approximation of functions and numerical quadrature ; Numerical linear algebra ; Solution of nonlinear equations and optimization ; Generation of random numbers -- Pt. III, Methods of computational statistics. Graphical methods in computational statistics ; Tools for identification of structure in data ; Estimation of functions ; Monte Carlo methods for statistical inference ; Data randomization, partitioning, and augmentation ; Bootstrap methods -- Pt. IV, Exploring data density and relationships. Estimation of probability density functions using parametric models ; Nonparametric estimation of probability density functions ; Statistical learning and data mining ; Statistical models of dependencies.

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