Statistics in psychology using R and SPSS:
Gespeichert in:
| Beteiligte Personen: | , , |
|---|---|
| Format: | Buch |
| Sprache: | Englisch |
| Veröffentlicht: |
Chichester
Wiley
2011
|
| Ausgabe: | 1. publ. |
| Schlagwörter: | |
| Links: | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024536640&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| Beschreibung: | Includes bibliographical references and index |
| Umfang: | XI, 552 S. graph. Darst. |
| ISBN: | 047097124X 9780470971246 |
Internformat
MARC
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| 245 | 1 | 0 | |a Statistics in psychology using R and SPSS |c Dieter Rasch ; Klaus D. Kubinger ; Takuya Yanagida |
| 250 | |a 1. publ. | ||
| 264 | 1 | |a Chichester |b Wiley |c 2011 | |
| 300 | |a XI, 552 S. |b graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 500 | |a Includes bibliographical references and index | ||
| 650 | 4 | |a Sozialwissenschaften | |
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| 653 | |a Psychometrics | ||
| 653 | |a Social sciences / Statistical methods / Computer programs | ||
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| 689 | 0 | 1 | |a Statistik |0 (DE-588)4056995-0 |D s |
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| 700 | 1 | |a Kubinger, Klaus D. |d 1949- |e Verfasser |0 (DE-588)13925594X |4 aut | |
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| 776 | 0 | 8 | |i Erscheint auch als |n Online-Ausgabe, EPUB |z 1-119-95202-6 |
| 776 | 0 | 8 | |i Erscheint auch als |n Online-Ausgabe, EPUB |z 978-1-119-95202-2 |
| 776 | 0 | 8 | |i Erscheint auch als |n Online-Ausgabe, MOBI |z 1-119-95203-4 |
| 776 | 0 | 8 | |i Erscheint auch als |n Online-Ausgabe, MOBI |z 978-1-119-95203-9 |
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Datensatz im Suchindex
| DE-BY-TUM_call_number | 0102 PSY 470f 2012 B 2481 |
|---|---|
| DE-BY-TUM_katkey | 1872899 |
| DE-BY-TUM_location | 01 |
| DE-BY-TUM_media_number | 040071465860 |
| _version_ | 1821933896827142144 |
| adam_text | Contents
Preface x
Acknowledgments
xii
Part I INTRODUCTION
1
3
11
12
13
13
13
14
15
16
16
17
17
17
18
18
19
19
19
2.5
Statistical Models of Measurement with Psychological Roots
20
References
20
Psychology
-
An Empirical Science
22
3.1
Gain of Insight in Psychology
23
3.2
Steps of Empirical Research
26
References
29
1
Concept of the Book
References
2
Measuring in
Psychology
2.1
Types
of Psychological Measurements
2.2
Measurement Techniques in Psychological Assessment
2.2.1
Psychological Tests
2.2.2
Personality Questionnaires
2.2.3
Projective
Techniques
2.2.4
Systematical Behavior Observation
2.3
Quality Criteria in Psychometrics
2.4
Additional Psychological Measurement Techniques
2.4.1
Sociogram
2.4.2
Survey Questionnaires
2.4.3
Ratings
2.4.4
Q-Sort
2.4.5
Semantic Differential
2.4.6
Method of Pair-Wise Comparison
2.4.7
Content Analysis
vi
CONTENTS
4
Definition
-
Character, Chance, Experiment, and Survey
30
4.1
Nominal Scale
35
4.2
Ordinal Scale
35
4.3
Interval Scale
37
4.4
Ratio Scale
38
4.5
Characters and Factors
40
References
41
Partii
DESCRIPTIVE STATISTICS
43
5
Numerical and Graphical Data Analysis
45
5.1
Introduction to Data Analysis
45
5.2
Frequencies and Empirical Distributions
49
5.2.1
Nominal-Scaled Characters
50
5.2.2
Ordinal-Scaled Characters
55
5.2.3
Quantitative Characters
63
5.2.4
Principles of Charts
73
5.2.5
Typical Examples of the Use of Tables and Charts
74
5.3
Statistics
77
5.3.1
Mean and Variance
77
5.3.2
Other Measures of Location and Scale
79
5.3.3
Statistics Based on Higher Moments
91
5.4
Frequency Distribution for Several Characters
94
References
97
Partili
INFERENTIAL STATISTICS FOR ONE CHARACTER
99
6
Probability and Distribution
101
6.1
Relative Frequencies and Probabilities
101
6.2
Random Variable and Theoretical Distributions
107
6.2.1
Binomial Distribution
109
6.2.2
Normal Distribution
116
6.3
Quantiles of Theoretical Distribution Functions
123
6.4
Mean and Variance of Theoretical Distributions
125
6.5
Estimation of Unknown Parameters
126
References
129
7
Assumptions
-
Random Sampling and Randomization
130
7.1
Simple Random Sampling in Surveys
132
7.2
Principles of Random Sampling and Randomization
134
7.2.1
Sampling Methods
134
7.2.2
Experimental Designs
140
References
146
8
One Sample from One Population
147
8.1
Introduction
147
CONTENTS
vii
8.2
The Parameter
μ
of a Character Modeled by a Normally Distributed
Random Variable
148
8.2.1
Estimation of the Unknown Parameter
μ
148
8.2.2
A Confidence Interval for the Unknown Parameter
μ.
150
8.2.3
Hypothesis Testing Concerning the Unknown Parameter
μ
156
8.2.4
Test of a Hypothesis Regarding the Unknown Parameter
μ
in
the Case of Primarily Mutually Assigned Observations
165
8.3
Planning a Study for Hypothesis Testing with Respect to
μ
169
8.4
Sequential Tests for the Unknown Parameter
μ
179
8.5
Estimation, Hypothesis Testing, Planning the Study, and Sequential
Testing Concerning Other Parameters
183
8.5.1
The Unknown Parameter
σ2
183
8.5.2
The Unknown Parameter
ρ
of a Dichotomous Character
184
8.5.3
The Unknown Parameter
ρ
of a Dichotomous Character which
is the Result of Paired Observations
189
8.5.4
The Unknown Parameter^ of a Multi-Categorical Character
192
8.5.5
Test of a Hypothesis about the Median of a Quantitative
Character
195
8.5.6
Test of a Hypothesis about the Median of a Quantitative
Character which is the Result of Paired Observations
196
References
199
9
Two Samples from Two Populations
200
9.1
Hypothesis Testing, Study Planning, and Sequential Testing Regarding
the Unknown Parameters
μι
and
μ2
201
9.2
Hypothesis Testing, Study Planning, and Sequential Testing for Other
Parameters
214
9.2.1
The Unknown Location Parameters for a Rank-Scaled
Character
214
9.2.2
The Unknown Parameters af and
σ22
218
9.2.3
The Unknown Parameters
ρ ι
and pi of a Dichotomous
Character
221
9.2.4
The Unknown Parameters
p¡
of a Multi-Categorical
Nominal-Scaled Character
229
9.3
Equivalence Testing
230
References
233
10
Samples from More than Two Populations
235
10.1
The Various Problem Situations
236
10.2
Selection Procedures
237
10.3
Multiple Comparisons of Means
238
10.4
Analysis of Variance
241
10.4.1
One-Way Analysis of Variance
241
10.4.2
One-Way Analysis of Variance for Ordinal-Scaled Characters
263
10.4.3
Comparing More than Two Populations with Respect to a
Nominal-Scaled Character
265
10.4.4
Two-Way Analysis of Variance
266
CONTENTS
10.4.5
Two-Way Analysis of Variance for Ordinal-Scaled Characters
289
10.4.6
Bivariate Comparison of Two Nominal-Scaled Factors
289
10.4.7
Three-Way Analysis of Variance
289
References
299
Part IV DESCRIPTIVE AND INFERENTIAL STATISTICS FOR
TWO CHARACTERS
301
11
Regression and Correlation
303
11.1
Introduction
303
11.2
Regression Model
308
11.3
Correlation Coefficients and Measures of Association
318
11.3.1
Linear Correlation in Quantitative Characters
318
11.3.2
Monotone Relation in Quantitative Characters and Relation
between Ordinal-Scaled Characters
325
11.3.3
Relationship between a Quantitative or Ordinal-Scaled
Character and a Dichotomous Character
326
11.3.4
Relationship between a Quantitative Character and a
Multi-Categorical Character
330
11.3.5
Correlation between Two Nominal-Scaled Characters
335
11.3.6
Nonlinear Relationship in Quantitative Characters
345
11.4
Hypothesis Testing and Planning the Study Concerning Correlation
Coefficients
349
11.5
Correlation Analysis in Two Samples
357
References
360
Part V INFERENTIAL STATISTICS FOR MORE THAN TWO
CHARACTERS
361
12
One Sample from One Population
363
12.1
Association between Three or More Characters
363
12.
12.
12.
12.
12.
12.
.1
Partial Correlation Coefficient
365
.2
Comparison of the Association of One Character with Each
of Two Other Characters
371
.3
Multiple Linear Regression
372
.4
Intercorrelations
374
.5
Canonical Correlation Coefficient
377
1.6
Log-Linear Models
377
12.2
Hypothesis Testing Concerning a Vector of Means
μ
385
12.3
Comparisons of Means and Homological Methods for Matched
Observations
388
12.3.1
Hypothesis Testing Concerning Means
388
12.3.2
Hypothesis Testing Concerning the Position of Ordinal-Scaled
Characters
398
References
400
CONTENTS ix
13
Samples
from More than One
Population 401
13.1
General Linear Model
401
13.2
Analysis of Covariance
403
13.3
Multivariate Analysis of Variance
414
13.4
Discriminant Analysis
427
References
445
Part VI MODEL GENERATION AND THEORY-GENERATING
PROCEDURES
447
14
Model Generation
449
14.1
Theoretical Basics of Model Generation
449
14.1.1
Generalized Linear Model
450
14.1.2
Model with Latent Variables
453
14.2
Methods for Determining the Quality and Excellence of a Model
454
14.2.1
Goodness of Fit Tests
454
14.2.2
Coefficients of Goodness of Fit
458
14.2.3
Cross-Validation
462
14.3
Simulation
-
Non-
Analytical Solutions to Statistical Problems
464
References
470
15
Theory-Generating Methods
471
15.1
Methods of Descriptive Statistics
471
15.1.1
Cluster Analysis
471
15.1.2
Factor Analysis
482
15.1.3
Path Analysis
492
15.2
Methods of Inferential Statistics
494
15.2.1
Further Analysis Methods for Classifying Research Units
494
15.2.2
Confirmatory Factor Analysis
501
15.2.3
Models of Item Response Theory
506
References
518
Appendix A: Data Input
520
Appendix B: Tables
529
Appendix C: Symbols and Notation
538
References
542
Index
547
|
| any_adam_object | 1 |
| author | Rasch, Dieter 1935- Kubinger, Klaus D. 1949- Yanagida, Takuya 1980- |
| author_GND | (DE-588)133266745 (DE-588)13925594X (DE-588)1015210589 |
| author_facet | Rasch, Dieter 1935- Kubinger, Klaus D. 1949- Yanagida, Takuya 1980- |
| author_role | aut aut aut |
| author_sort | Rasch, Dieter 1935- |
| author_variant | d r dr k d k kd kdk t y ty |
| building | Verbundindex |
| bvnumber | BV039687773 |
| classification_rvk | CM 4000 ST 601 |
| classification_tum | PSY 470f DAT 307f |
| ctrlnum | (OCoLC)756230625 (DE-599)BSZ349870519 |
| dewey-full | 150.727 |
| dewey-hundreds | 100 - Philosophy & psychology |
| dewey-ones | 150 - Psychology |
| dewey-raw | 150.727 |
| dewey-search | 150.727 |
| dewey-sort | 3150.727 |
| dewey-tens | 150 - Psychology |
| discipline | Informatik Psychologie |
| edition | 1. publ. |
| format | Book |
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| id | DE-604.BV039687773 |
| illustrated | Illustrated |
| indexdate | 2024-12-20T16:00:06Z |
| institution | BVB |
| isbn | 047097124X 9780470971246 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-024536640 |
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| owner_facet | DE-473 DE-BY-UBG DE-11 DE-91G DE-BY-TUM DE-83 |
| physical | XI, 552 S. graph. Darst. |
| publishDate | 2011 |
| publishDateSearch | 2011 |
| publishDateSort | 2011 |
| publisher | Wiley |
| record_format | marc |
| spellingShingle | Rasch, Dieter 1935- Kubinger, Klaus D. 1949- Yanagida, Takuya 1980- Statistics in psychology using R and SPSS Sozialwissenschaften SPSS (DE-588)4056588-9 gnd Statistik (DE-588)4056995-0 gnd Psychometrie (DE-588)4176236-8 gnd |
| subject_GND | (DE-588)4056588-9 (DE-588)4056995-0 (DE-588)4176236-8 |
| title | Statistics in psychology using R and SPSS |
| title_auth | Statistics in psychology using R and SPSS |
| title_exact_search | Statistics in psychology using R and SPSS |
| title_full | Statistics in psychology using R and SPSS Dieter Rasch ; Klaus D. Kubinger ; Takuya Yanagida |
| title_fullStr | Statistics in psychology using R and SPSS Dieter Rasch ; Klaus D. Kubinger ; Takuya Yanagida |
| title_full_unstemmed | Statistics in psychology using R and SPSS Dieter Rasch ; Klaus D. Kubinger ; Takuya Yanagida |
| title_short | Statistics in psychology using R and SPSS |
| title_sort | statistics in psychology using r and spss |
| topic | Sozialwissenschaften SPSS (DE-588)4056588-9 gnd Statistik (DE-588)4056995-0 gnd Psychometrie (DE-588)4176236-8 gnd |
| topic_facet | Sozialwissenschaften SPSS Statistik Psychometrie |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024536640&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT raschdieter statisticsinpsychologyusingrandspss AT kubingerklausd statisticsinpsychologyusingrandspss AT yanagidatakuya statisticsinpsychologyusingrandspss |
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Teilbibliothek Mathematik & Informatik
| Signatur: |
0102 PSY 470f 2012 B 2481 Lageplan |
|---|---|
| Exemplar 1 | Ausleihbar Am Standort |