<p><p>There is a dearth of relevant books dealing with both theory and application of time series analysis techniques, particularly in the field of water resources engineering. Therefore, many hydrologists and hydrogeologists face difficulties in adopting time series analysis as one of the tools for
The Analysis of Time Series: Theory and Practice
β Scribed by C. Chatfield (auth.)
- Publisher
- Springer US
- Year
- 1975
- Tongue
- English
- Leaves
- 277
- Series
- Monographs on Applied Probability and Statistics
- Edition
- 1
- Category
- Library
No coin nor oath required. For personal study only.
β¦ Synopsis
Time-series analysis is an area of statistics which is of particular interest at the present time. Time series arise in many different areas, ranging from marketing to oceanography, and the analysis of such series raises many problems of both a theoretical and practical nature. I first became interested in the subject as a postgraduate student at Imperial College, when I attended a stimulating course of lectures on time-series given by Dr. (now Professor) G. M. Jenkins. The subject has fascinated me ever since. Several books have been written on theoretical aspects of time-series analysis. The aim of this book is to provide an introduction to the subject which bridges the gap between theory and practice. The book has also been written to make what is rather a difficult subject as understandable as possible. Enough theory is given to introduce the concepts of time-series analysis and to make the book mathematically interesting. In addition, practical problems are considered so as to help the reader tackle the analysis of real data. The book assumes a knowledge of basic probability theory and elementary statistical inference (see Appendix III). The book can be used as a text for an undergraduate or postgraduate course in time-series, or it can be used for self tuition by research workers. Throughout the book, references are usually given to recent readily accessible books and journals rather than to the original attributive references. Wold's (1965) bibliography contains many time series references published before 1959.
β¦ Table of Contents
Front Matter....Pages i-xiv
Introduction....Pages 1-11
Simple Descriptive Techniques....Pages 12-32
Probability Models for Time Series....Pages 33-59
Estimation in the Time Domain....Pages 60-81
Forecasting....Pages 82-109
Stationary Processes in the Frequency Domain....Pages 110-126
Spectral Analysis....Pages 127-168
Bivariate Processes....Pages 169-185
Linear Systems....Pages 186-227
Some other Topics....Pages 228-232
Back Matter....Pages 233-263
β¦ Subjects
Applications of Mathematics
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