The philosophy of quantitative methods:
The philosophy of quantitative methods undertakes a philosophical examination of a number of important quantitative research methods within the behavioral sciences in order to overcome the non-critical approaches typically provided by textbooks. These research methods are exploratory data analysis,...
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
New York, NY
Oxford University Press
[2018]
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| Schriftenreihe: | Series in understanding statistics
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| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Zusammenfassung: | The philosophy of quantitative methods undertakes a philosophical examination of a number of important quantitative research methods within the behavioral sciences in order to overcome the non-critical approaches typically provided by textbooks. These research methods are exploratory data analysis, statistical significance testing, Bayesian confirmation theory and statistics, meta-analysis, and exploratory factor analysis. Further readings are provided to extend the reader's overall understanding of these methods |
| Beschreibung: | vii, 156 Seiten |
| ISBN: | 9780190222055 |
Internformat
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Datensatz im Suchindex
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| adam_text | CONTENTS
Acknowledgments.........................................ix
CHAPTER 1 Introduction........................................... i
The Philosophy of Quantitative Methods...................2
Scientific Realism and Its Methodology...................3
Theories of Scientific Method............................6
Book Overview and Chapter Summary........................7
A Note for the Reader....................................9
References........................................ . 11
CHAPTER 2 Exploratory Data Analysis ..............................13
Introduction............................................13
What Is Exploratory Data Analysis? .....................15
Two Methods of Exploratory Data Analysis ..... 17
The Four Rs of Exploratory Data Analysis................18
Exploratory Data Analysis and Scientific Method . . .20
Exploratory Data Analysis After Tukey...................29
Resampling Methods......................................30
A Philosophy for Teaching Data Analysis ...... 35
Conclusion .............................................37
vi : CONTENTS
Further Reading........................................37
References.............................................38
CHAPTER 3 Tests of Statistical Significance.......................41
Introduction...........................................41
Null Hypothesis Significance Testing: Psychology’s
Textbook Hybrid......................................43
The Neo-Fisherian Perspective..........................46
The Error-Statistical Perspective ......... 49
What Should We Think About Tests of Significance? . . 55
Conclusion.............................................BO
Further Reading........................................60
References........................................... . 61
CHAPTER 4 Bayesianism.............................................65
Introduction . , ...................................65
Bayesianism in Psychology .......................... . 67
Bayesian Confirmation Theory...........................68
Bayesianism and the Hypothetico-Deductive Method . . 72
Bayesianism and Inference to the Best Explanation ... 73
Two Common Criticisms of Bayesianism ...... 75
What Should We Think About Bayesian
Confirmation Theory?..................................78
A Neo-Popperian Philosophy of Bayesian Statistics ... 80
Conclusion..............................................86
Further Reading....................................... 87
References........................................... . 88
CHAPTER 5 Meta-Analysis...........................................91
Introduction............................................91
Glass’s Rationale for Meta-Analysis.....................93
Meta-Analysis and Scientific Discovery ....... 101
Meta-Analysis and Phenomena Detection..................105
Meta-Analysis and Scientific Explanation ...... 106
Conclusion........................................... 110
Further Reading........................................Ill
References.............................................112
CONTENTS : vii
CHAPTER 6 Exploratory Factor Analysis...............................117
Introduction........................................... 117
Exploratory Factor Analysis and Scientific Inference . .119
The Principle of the Common Cause........................122
Methodological Challenges to Exploratory
Factor Analysis........................................128
Exploratory Factor Analysis and Other
Factor Analytic Methods................................135
Conclusion...............................................139
Further Reading..........................................140
References...............................................140
CHAPTER 7 Conclusion................................................143
Chief Lessons Learned.................................. 143
A Final Word.............................................148
Index....................................................149
|
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| indexdate | 2024-07-10T08:03:05Z |
| institution | BVB |
| isbn | 9780190222055 |
| language | English |
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| physical | vii, 156 Seiten |
| publishDate | 2018 |
| publishDateSearch | 2018 |
| publishDateSort | 2018 |
| publisher | Oxford University Press |
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| series2 | Series in understanding statistics |
| spelling | Haig, Brian D. 1945- Verfasser (DE-588)1064710751 aut The philosophy of quantitative methods Brian D. Haig New York, NY Oxford University Press [2018] © 2018 vii, 156 Seiten txt rdacontent n rdamedia nc rdacarrier Series in understanding statistics The philosophy of quantitative methods undertakes a philosophical examination of a number of important quantitative research methods within the behavioral sciences in order to overcome the non-critical approaches typically provided by textbooks. These research methods are exploratory data analysis, statistical significance testing, Bayesian confirmation theory and statistics, meta-analysis, and exploratory factor analysis. Further readings are provided to extend the reader's overall understanding of these methods Statistik (DE-588)4056995-0 gnd rswk-swf Philosophie (DE-588)4045791-6 gnd rswk-swf Quantitative Methode (DE-588)4232139-6 gnd rswk-swf Empirische Sozialforschung (DE-588)4014606-6 gnd rswk-swf Social sciences / Research / Statistical methods Social psychology / Research / Methodology Psychology / Research / Methodology Statistik (DE-588)4056995-0 s Philosophie (DE-588)4045791-6 s DE-604 Empirische Sozialforschung (DE-588)4014606-6 s Quantitative Methode (DE-588)4232139-6 s Digitalisierung UB Regensburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030254270&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Haig, Brian D. 1945- The philosophy of quantitative methods Statistik (DE-588)4056995-0 gnd Philosophie (DE-588)4045791-6 gnd Quantitative Methode (DE-588)4232139-6 gnd Empirische Sozialforschung (DE-588)4014606-6 gnd |
| subject_GND | (DE-588)4056995-0 (DE-588)4045791-6 (DE-588)4232139-6 (DE-588)4014606-6 |
| title | The philosophy of quantitative methods |
| title_auth | The philosophy of quantitative methods |
| title_exact_search | The philosophy of quantitative methods |
| title_full | The philosophy of quantitative methods Brian D. Haig |
| title_fullStr | The philosophy of quantitative methods Brian D. Haig |
| title_full_unstemmed | The philosophy of quantitative methods Brian D. Haig |
| title_short | The philosophy of quantitative methods |
| title_sort | the philosophy of quantitative methods |
| topic | Statistik (DE-588)4056995-0 gnd Philosophie (DE-588)4045791-6 gnd Quantitative Methode (DE-588)4232139-6 gnd Empirische Sozialforschung (DE-588)4014606-6 gnd |
| topic_facet | Statistik Philosophie Quantitative Methode Empirische Sozialforschung |
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