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003 - CONTROL NUMBER IDENTIFIER |
control field |
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005 - DATE AND TIME OF LATEST TRANSACTION |
control field |
20140310151459.0 |
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
fixed length control field |
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020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
International Standard Book Number |
9783642343339 |
|
978-3-642-34333-9 |
050 #4 - LIBRARY OF CONGRESS CALL NUMBER |
Classification number |
QA276-280 |
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
Classification number |
330.015195 |
Edition number |
23 |
264 #1 - |
-- |
Berlin, Heidelberg : |
-- |
Springer Berlin Heidelberg : |
-- |
Imprint: Springer, |
-- |
2013. |
912 ## - |
-- |
ZDB-2-SMA |
100 1# - MAIN ENTRY--PERSONAL NAME |
Personal name |
Fahrmeir, Ludwig. |
Relator term |
author. |
245 10 - IMMEDIATE SOURCE OF ACQUISITION NOTE |
Title |
Regression |
Medium |
[electronic resource] : |
Remainder of title |
Models, Methods and Applications / |
Statement of responsibility, etc |
by Ludwig Fahrmeir, Thomas Kneib, Stefan Lang, Brian Marx. |
300 ## - PHYSICAL DESCRIPTION |
Extent |
XIV, 698 p. 204 illus. |
Other physical details |
online resource. |
505 0# - FORMATTED CONTENTS NOTE |
Formatted contents note |
Introduction -- Regression Models -- The Classical Linear Model -- Extensions of the Classical Linear Model -- Generalized Linear Models -- Categorical Regression Models -- Mixed Models -- Nonparametric Regression -- Structured Additive Regression -- Quantile Regression -- A Matrix Algebra -- B Probability Calculus and Statistical Inference -- Bibliography -- Index. |
520 ## - SUMMARY, ETC. |
Summary, etc |
The aim of this book is an applied and unified introduction into parametric, non- and semiparametric regression that closes the gap between theory and application. The most important models and methods in regression are presented on a solid formal basis, and their appropriate application is shown through many real data examples and case studies. Availability of (user-friendly) software has been a major criterion for the methods selected and presented. Thus, the book primarily targets an audience that includes students, teachers and practitioners in social, economic, and life sciences, as well as students and teachers in statistics programs, and mathematicians and computer scientists with interests in statistical modeling and data analysis. It is written on an intermediate mathematical level and assumes only knowledge of basic probability, calculus, and statistics. The most important definitions and statements are concisely summarized in boxes. Two appendices describe required matrix algebra, as well as elements of probability calculus and statistical inference. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name as entry element |
Statistics. |
|
Topical term or geographic name as entry element |
Epidemiology. |
|
Topical term or geographic name as entry element |
Bioinformatics. |
|
Topical term or geographic name as entry element |
Statistical methods. |
|
Topical term or geographic name as entry element |
Mathematical statistics. |
|
Topical term or geographic name as entry element |
Economics |
General subdivision |
Statistics. |
|
Topical term or geographic name as entry element |
Econometrics. |
|
Topical term or geographic name as entry element |
Statistics. |
|
Topical term or geographic name as entry element |
Statistics for Business/Economics/Mathematical Finance/Insurance. |
|
Topical term or geographic name as entry element |
Statistical Theory and Methods. |
|
Topical term or geographic name as entry element |
Econometrics. |
|
Topical term or geographic name as entry element |
Biostatistics. |
|
Topical term or geographic name as entry element |
Bioinformatics. |
|
Topical term or geographic name as entry element |
Epidemiology. |
700 1# - ADDED ENTRY--PERSONAL NAME |
Personal name |
Kneib, Thomas. |
Relator term |
author. |
|
Personal name |
Lang, Stefan. |
Relator term |
author. |
|
Personal name |
Marx, Brian. |
Relator term |
author. |
710 2# - ADDED ENTRY--CORPORATE NAME |
Corporate name or jurisdiction name as entry element |
SpringerLink (Online service) |
773 0# - HOST ITEM ENTRY |
Title |
Springer eBooks |
776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
Display text |
Printed edition: |
International Standard Book Number |
9783642343322 |
856 40 - ELECTRONIC LOCATION AND ACCESS |
Uniform Resource Identifier |
http://dx.doi.org/10.1007/978-3-642-34333-9 |
942 ## - ADDED ENTRY ELEMENTS (KOHA) |
Source of classification or shelving scheme |
|
Item type |
E-Book |