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Nonlinear times series : theory, methods and applications with R examples /

"This text emphasizes nonlinear models for a course in time series analysis. After introducing stochastic processes, Markov chains, Poisson processes, and ARMA models, the authors cover functional autoregressive, ARCH, threshold AR, and discrete time series models as well as several complementa...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριος συγγραφέας: Douc, Randal
Άλλοι συγγραφείς: Moulines, Eric, Stoffer, David S.
Μορφή: Printed Book
Γλώσσα:English
Έκδοση: London : CRC, 2014.
Σειρά:Texts in statistical science
Θέματα:
LEADER 01677cam a22002658i 4500
008 131120s2014 flu b 001 0 eng
020 |a 9781466502253 (hardback) 
082 0 0 |a 519.55  |2 23 
100 1 |a Douc, Randal. 
245 1 0 |a Nonlinear times series :  |b theory, methods and applications with R examples /  |c Randal Douc, Eric Moulines and David S. Stoffer. 
260 |a London :  |b CRC,  |c 2014. 
300 |a xx, 531p. ;  |c 25 cm. 
490 0 |a Texts in statistical science 
504 |a Includes bibliographical references and index. 
520 |a "This text emphasizes nonlinear models for a course in time series analysis. After introducing stochastic processes, Markov chains, Poisson processes, and ARMA models, the authors cover functional autoregressive, ARCH, threshold AR, and discrete time series models as well as several complementary approaches. They discuss the main limit theorems for Markov chains, useful inequalities, statistical techniques to infer model parameters, and GLMs. Moving on to HMM models, the book examines filtering and smoothing, parametric and nonparametric inference, advanced particle filtering, and numerical methods for inference"-- 
650 0 |a Time-series analysis  |x Mathematical models. 
650 7 |a MATHEMATICS / Probability & Statistics / General. 
700 1 |a Moulines, Eric. 
700 1 |a Stoffer, David S. 
942 |2 ddc  |c BK 
263 |a 1411 
906 |a 7  |b cbc  |c orignew  |d 1  |e ecip  |f 20  |g y-gencatlg 
955 |b rl07 2013-11-20  |i rl07 2013-11-20 ONIX to Dewey 
999 |c 106416  |d 106416 
952 |0 0  |1 0  |4 0  |6 519_550000000000000_DOU_N  |7 0  |9 110044  |a UL  |b UL  |c REF  |d 2015-03-17  |e 2  |g 4828.04  |l 0  |o 519.55 DOU/N  |p 93512  |r 2015-06-09  |v 6437.39  |y TXT