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Longitudinal Data with Serial Correlation: A State-Space Approach

Autor Richard .H. Jones
en Limba Engleză Paperback – 2 dec 2019
This monograph is written for students at the graduate level in biostatistics, statistics or other disciplines that collect longitudinal data. It concentrates on the state space approach that provides a convenient way to compute likelihoods using the Kalman filter.
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Specificații

ISBN-13: 9780367450083
ISBN-10: 0367450089
Pagini: 240
Dimensiuni: 152 x 229 x 13 mm
Greutate: 0.45 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC

Public țintă

Professional Practice & Development

Cuprins

1. Introduction 2. A General Linear Mixed Model 3. First Order Autoregressive Errors 4. State Space Representations 5. The Laird-Ware Model in State Space Form 6. Autoregressive Moving Average Errors 7. Nonlinear Models 8. Multivariate Models

Descriere

This monograph is written for students at the graduate level in biostatistics, statistics or other disciplines that collect longitudinal data. It concentrates on the state space approach that provides a convenient way to compute likelihoods using the Kalman filter.