Linear models in matrix form: a hands-on approach for the behavioral sciences
Saved in:
| Main Author: | |
|---|---|
| Format: | Electronic eBook |
| Language: | English |
| Published: |
Cham [u.a.]
Springer
2014
|
| Subjects: | |
| Online Access: | BTU01 FRO01 TUM01 UBA01 UBM01 UBT01 UBW01 UPA01 Volltext Inhaltsverzeichnis Abstract |
| Physical Description: | 1 Online-Ressource (XIX, 536 S.) 77 illus., 28 illus. in color |
| ISBN: | 9783319117348 |
| DOI: | 10.1007/978-3-319-11734-8 |
Staff View
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Record in the Search Index
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| adam_text | LINEAR MODELS IN MATRIX FORM
/ BROWN, JONATHON D.
: 2014
TABLE OF CONTENTS / INHALTSVERZEICHNIS
MATRIX PROPERTIES AND OPERATIONS
SIMPLE LINEAR REGRESSION
MAXIMUM LIKELIHOOD ESTIMATION
MULTIPLE REGRESSION
MATRIX DECOMPOSITIONS
PROBLEMATIC OBSERVATIONS
ERRORS AND RESIDUALS
LINEARIZING TRANSFORMATIONS AND NONPARAMETRIC SMOOTHERS
CROSS-PRODUCT TERMS AND INTERACTIONS
POLYNOMIAL REGRESSION
CATEGORICAL PREDICTORS
FACTORIAL DESIGNS
ANALYSIS OF COVARIANCE
MODERATION
MEDIATION
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
LINEAR MODELS IN MATRIX FORM
/ BROWN, JONATHON D.
: 2014
ABSTRACT / INHALTSTEXT
THIS TEXTBOOK IS AN APPROACHABLE INTRODUCTION TO STATISTICAL ANALYSIS
USING MATRIX ALGEBRA. PRIOR KNOWLEDGE OF MATRIX ALGEBRA IS NOT
NECESSARY. ADVANCED TOPICS ARE EASY TO FOLLOW THROUGH ANALYSES THAT WERE
PERFORMED ON AN OPEN-SOURCE SPREADSHEET USING A FEW BUILT-IN FUNCTIONS.
THESE TOPICS INCLUDE ORDINARY LINEAR REGRESSION, AS WELL AS MAXIMUM
LIKELIHOOD ESTIMATION, MATRIX DECOMPOSITIONS, NONPARAMETRIC SMOOTHERS
AND PENALIZED CUBIC SPLINES. EACH DATA SET (1) CONTAINS A LIMITED NUMBER
OF OBSERVATIONS TO ENCOURAGE READERS TO DO THE CALCULATIONS THEMSELVES,
AND (2) TELLS A COHERENT STORY BASED ON STATISTICAL SIGNIFICANCE AND
CONFIDENCE INTERVALS. IN THIS WAY, STUDENTS WILL LEARN HOW THE NUMBERS
WERE GENERATED AND HOW THEY CAN BE USED TO MAKE COGENT ARGUMENTS ABOUT
EVERYDAY MATTERS. THIS TEXTBOOK IS DESIGNED FOR USE IN UPPER LEVEL
UNDERGRADUATE COURSES OR FIRST YEAR GRADUATE COURSES. THE FIRST CHAPTER
INTRODUCES STUDENTS TO LINEAR EQUATIONS, THEN COVERS MATRIX ALGEBRA,
FOCUSING ON THREE ESSENTIAL OPERATIONS: SUM OF SQUARES, THE DETERMINANT,
AND THE INVERSE. THESE OPERATIONS ARE EXPLAINED IN EVERYDAY LANGUAGE,
AND THEIR CALCULATIONS ARE DEMONSTRATED USING CONCRETE EXAMPLES. THE
REMAINING CHAPTERS BUILD ON THESE OPERATIONS, PROGRESSING FROM SIMPLE
LINEAR REGRESSION TO MEDIATIONAL MODELS WITH BOOTSTRAPPED STANDARD
ERRORS
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
| any_adam_object | 1 |
| author | Brown, Jonathon D. |
| author_facet | Brown, Jonathon D. |
| author_role | aut |
| author_sort | Brown, Jonathon D. |
| author_variant | j d b jd jdb |
| building | Verbundindex |
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| dewey-full | 519.5 |
| dewey-hundreds | 500 - Natural sciences and mathematics |
| dewey-ones | 519 - Probabilities and applied mathematics |
| dewey-raw | 519.5 |
| dewey-search | 519.5 |
| dewey-sort | 3519.5 |
| dewey-tens | 510 - Mathematics |
| discipline | Mathematik Wirtschaftswissenschaften |
| doi_str_mv | 10.1007/978-3-319-11734-8 |
| format | Electronic eBook |
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| indexdate | 2024-07-10T01:18:29Z |
| institution | BVB |
| isbn | 9783319117348 |
| language | English |
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| spelling | Brown, Jonathon D. Verfasser aut Linear models in matrix form a hands-on approach for the behavioral sciences Jonathon D. Brown Cham [u.a.] Springer 2014 1 Online-Ressource (XIX, 536 S.) 77 illus., 28 illus. in color txt rdacontent c rdamedia cr rdacarrier Statistics Mathematical statistics Psychometrics Statistics for Social Science, Behavorial Science, Education, Public Policy, and Law Statistical Theory and Methods Statistik Erscheint auch als Druckausgabe 978-3-319-11733-1 https://doi.org/10.1007/978-3-319-11734-8 Verlag Volltext Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027762814&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027762814&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Abstract |
| spellingShingle | Brown, Jonathon D. Linear models in matrix form a hands-on approach for the behavioral sciences Statistics Mathematical statistics Psychometrics Statistics for Social Science, Behavorial Science, Education, Public Policy, and Law Statistical Theory and Methods Statistik |
| title | Linear models in matrix form a hands-on approach for the behavioral sciences |
| title_auth | Linear models in matrix form a hands-on approach for the behavioral sciences |
| title_exact_search | Linear models in matrix form a hands-on approach for the behavioral sciences |
| title_full | Linear models in matrix form a hands-on approach for the behavioral sciences Jonathon D. Brown |
| title_fullStr | Linear models in matrix form a hands-on approach for the behavioral sciences Jonathon D. Brown |
| title_full_unstemmed | Linear models in matrix form a hands-on approach for the behavioral sciences Jonathon D. Brown |
| title_short | Linear models in matrix form |
| title_sort | linear models in matrix form a hands on approach for the behavioral sciences |
| title_sub | a hands-on approach for the behavioral sciences |
| topic | Statistics Mathematical statistics Psychometrics Statistics for Social Science, Behavorial Science, Education, Public Policy, and Law Statistical Theory and Methods Statistik |
| topic_facet | Statistics Mathematical statistics Psychometrics Statistics for Social Science, Behavorial Science, Education, Public Policy, and Law Statistical Theory and Methods Statistik |
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