The Resource Applying Generalized Linear Models, by James K. Lindsey, (electronic resource)

Applying Generalized Linear Models, by James K. Lindsey, (electronic resource)

Label
Applying Generalized Linear Models
Title
Applying Generalized Linear Models
Statement of responsibility
by James K. Lindsey
Creator
Author
Author
Subject
Language
  • eng
  • eng
Summary
Applying Generalized Linear Models describes how generalized linear modelling procedures can be used for statistical modelling in many different fields, without becoming lost in problems of statistical inference. Many students, even in relatively advanced statistics courses, do not have an overview whereby they can see that the three areas - linear normal, categorical, and survival models - have much in common. The author shows the unity of many of the commonly used models and provides the reader with a taste of many different areas, such as survival models, time series, and spatial analysis. This book should appeal to applied statisticians and to scientists with a basic grounding in modern statistics. With the many exercises included at the ends of chapters, it will be an excellent text for teaching the fundamental uses of statistical modelling. The reader is assumed to have knowledge of basic statistical principles, whether from a Bayesian, frequentist, or direct likelihood point of view, and should be familiar at least with the analysis of the simpler normal linear models, regression and ANOVA. The author is professor in the biostatistics department at Limburgs University, Diepenbeek, in the social science department at the University of Liège, and in medical statistics at DeMontfort University, Leicester. He is the author of nine other books
Member of
http://library.link/vocab/creatorName
Lindsey, James K
Dewey number
519.5/3
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsaut
18ZHgEazh_0
Language note
English
LC call number
  • QA273.A1-274.9
  • QA274-274.9
Literary form
non fiction
Nature of contents
dictionaries
Series statement
Springer Texts in Statistics,
http://library.link/vocab/subjectName
  • Distribution (Probability theory
  • Mathematical statistics
  • Statistics
  • Probability Theory and Stochastic Processes
  • Statistical Theory and Methods
  • Statistics for Life Sciences, Medicine, Health Sciences
Label
Applying Generalized Linear Models, by James K. Lindsey, (electronic resource)
Instantiates
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references (p. [231]-242) abd index
Carrier category
online resource
Carrier category code
cr
Content category
text
Content type code
txt
Contents
Generalized Linear Modelling: Statistical Modelling -- Exponential Dispersion Models -- Linear Structure -- Three Components of a GLM -- Possible Models -- Inference -- Exercises. Discrete Data: Log Linear Models -- Models of Change -- Overdispersion -- Exercises. Fitting and Comparing Probability Distributions: Fitting Distributions -- Setting Up the Model -- Special Cases -- Exercises. Growth Curves: Exponential Growth Curves -- Logistic Growth Curve -- Gomperz Growth Curve -- More Complex Models -- Exercises. Time Series: Poisson Processes -- Markov Processes -- Repeated Measurements -- Exercises. Survival Data: General Concepts -- 'Nonparametric' Estimation -- Parametric Models -- 'Semiparametric' Models -- Exercises. Event Histories: Event Histories and Survival Distributions -- Counting processes -- Modelling Event Histories -- Generalizations -- Exercises. Spatial data: Spatial Interaction -- Spatial Patterns -- Exercises. Normal Models: Linear Regression -- Analysis of Variance -- Nonlinear Regression -- Exercises. Dynamic Models: Dynamic Generalized Linear Models -- Normal Models -- Count Data -- Positive Response Data -- Continuous Time Nonlinear Models. Appendices: Inference -- Diagnostics -- References -- Index
Dimensions
unknown
Edition
1st ed. 1997.
Extent
1 online resource (271 p.)
Form of item
online
Isbn
9780387227306
Media category
computer
Media type code
c
Other control number
10.1007/b98856
Specific material designation
remote
System control number
  • (CKB)111087027062476
  • (EBL)3035258
  • (SSID)ssj0000104838
  • (PQKBManifestationID)11127862
  • (PQKBTitleCode)TC0000104838
  • (PQKBWorkID)10100507
  • (PQKB)10785693
  • (DE-He213)978-0-387-22730-6
  • (MiAaPQ)EBC3035258
  • (EXLCZ)99111087027062476
Label
Applying Generalized Linear Models, by James K. Lindsey, (electronic resource)
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references (p. [231]-242) abd index
Carrier category
online resource
Carrier category code
cr
Content category
text
Content type code
txt
Contents
Generalized Linear Modelling: Statistical Modelling -- Exponential Dispersion Models -- Linear Structure -- Three Components of a GLM -- Possible Models -- Inference -- Exercises. Discrete Data: Log Linear Models -- Models of Change -- Overdispersion -- Exercises. Fitting and Comparing Probability Distributions: Fitting Distributions -- Setting Up the Model -- Special Cases -- Exercises. Growth Curves: Exponential Growth Curves -- Logistic Growth Curve -- Gomperz Growth Curve -- More Complex Models -- Exercises. Time Series: Poisson Processes -- Markov Processes -- Repeated Measurements -- Exercises. Survival Data: General Concepts -- 'Nonparametric' Estimation -- Parametric Models -- 'Semiparametric' Models -- Exercises. Event Histories: Event Histories and Survival Distributions -- Counting processes -- Modelling Event Histories -- Generalizations -- Exercises. Spatial data: Spatial Interaction -- Spatial Patterns -- Exercises. Normal Models: Linear Regression -- Analysis of Variance -- Nonlinear Regression -- Exercises. Dynamic Models: Dynamic Generalized Linear Models -- Normal Models -- Count Data -- Positive Response Data -- Continuous Time Nonlinear Models. Appendices: Inference -- Diagnostics -- References -- Index
Dimensions
unknown
Edition
1st ed. 1997.
Extent
1 online resource (271 p.)
Form of item
online
Isbn
9780387227306
Media category
computer
Media type code
c
Other control number
10.1007/b98856
Specific material designation
remote
System control number
  • (CKB)111087027062476
  • (EBL)3035258
  • (SSID)ssj0000104838
  • (PQKBManifestationID)11127862
  • (PQKBTitleCode)TC0000104838
  • (PQKBWorkID)10100507
  • (PQKB)10785693
  • (DE-He213)978-0-387-22730-6
  • (MiAaPQ)EBC3035258
  • (EXLCZ)99111087027062476

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