Regression Models for Time Series Analysis Benjamin Kedem

Regression Models for Time Series Analysis скачать fb2

Фрагмент книги

0 скачали
0 прочитали
0 впечатлений






Benjamin Kedem - Regression Models for Time Series Analysis краткое содержание

A thorough review of the most current regression methods in time series analysis Regression methods have been an integral part of time series analysis for over a century. Recently, new developments have made major strides in such areas as non-continuous data where a linear model is not appropriate. This book introduces the reader to newer developments and more diverse regression models and methods for time series analysis. Accessible to anyone who is familiar with the basic modern concepts of statistical inference, Regression Models for Time Series Analysis provides a much-needed examination of recent statistical developments. Primary among them is the important class of models known as generalized linear models (GLM) which provides, under some conditions, a unified regression theory suitable for continuous, categorical, and count data. The authors extend GLM methodology systematically to time series where the primary and covariate data are both random and stochastically dependent. They introduce readers to various regression models developed during the last thirty years or so and summarize classical and more recent results concerning state space models. To conclude, they present a Bayesian approach to prediction and interpolation in spatial data adapted to time series that may be short and/or observed irregularly. Real data applications and further results are presented throughout by means of chapter problems and complements. Notably, the book covers: * Important recent developments in Kalman filtering, dynamic GLMs, and state-space modeling * Associated computational issues such as Markov chain, Monte Carlo, and the EM-algorithm * Prediction and interpolation * Stationary processes

Читать книгу онлайн Regression Models for Time Series Analysis - автор Benjamin Kedem или скачать бесплатно и без регистрации в формате fb2. Роман написан в году, в жанре . Читаемые, полные версии книг, без сокращений, на сайте - библиотека бесплатных книг Knigism.online. Вы можете скачать издание полностью и открыть в любой читалке, на свой телефон или айфон, а также читать произведение без интернета.




Доступен ознакомительный фрагмент

Чтобы оставить свою оценку и/или комментарий, Вам нужно войти под своей учетной записью или зарегистрироваться

Другие книги жанраМатематика
Гильберт. Основания математики
Гильберт. Основания математики
Фон Нейман. Теория игр
Фон Нейман. Теория игр
Игра случая. Математика и мифология совпадения
Игра случая. Математика и мифология...
Математика для мам и пап: Домашка без мучений
Математика для мам и пап: Домашка б...