Statistical principles and techniques in scientific and social investigations:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Oxford [u.a.]
Oxford Univ. Press
2007
|
| Ausgabe: | 1. publ. |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis Klappentext |
| Beschreibung: | XIV, 241 S. graph. Darst. |
| ISBN: | 9780199213092 9780199213108 |
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Datensatz im Suchindex
| _version_ | 1804136493277511680 |
|---|---|
| adam_text | Contents
Preface
1
Introduction
Foundations of probability theory
Sample space; definition of probability of an event
Conditional probability, independence and
the multiplication rule
The addition rule and mutually exclusive events
The total probability theorem
Bayes
Relative frequency, subjective probability, and
an axiomatic structure
2
Introduction
Populations
Samples and sampling
Random samples and some variants
Categorical measurements: cross-tabulations
Numerical measurements: summary statistics
Summary distributions
3
Introduction
Probability distributions
Type of measurement
Shape of distribution
Some common probability models
Choosing a model
Estimating parameter values
Contents
4
Introduction
Sampling and sampling distributions
Statistical inference
Confidence intervals
Interpretation of confidence intervals
Hypothesis testing
Nonparametric tests
5
Introduction
Bayesian inference
Fiducial inference and likelihood methods
Decision theory
6
Introduction
Correlation
Explanation and prediction
Simple linear regression
Testing significance of regression
Multiple regression
Model building
Analysis of variance
Observational data versus experimental data
Designed experiments
The general linear model
7
Introduction
Checking the linear model assumptions
Non-constant variance: weighted regression
Non-linear models
Non-normality: generalised linear models
Non-independence
Tailpiece
Contents
8
Introduction
Measuring and testing association
Explaining associations: partial correlations
Explaining associations: latent variable models
Factor analysis methodology
Other latent variable models
9
Introduction
Dimensionality and simplification
No
Grouping of the individuals: canonical
Grouping of the variables: canonical correlation analysis
Scaling methods
Unsupervised classification; cluster analysis
Supervised classification; discriminant analysis
Inferential techniques
Missing values
10
Introduction
Repeated observations
Time series
Analysis of extremes
Survival data
Conclusion
Sources and Further Reading
References
Index
Statistical Principles and Techniques in Scientific and Social Research
is aimed at graduates and researchers in the Sciences and Social Sciences
wanting to increase their understanding of the statistical tools they use.
Assuming only a basic level of mathematics, and including numerous
examples and illustrations, the text provides a very clear discussion
of the basic statistical concepts and methods frequently encountered
in research.
Wojtek Krzanowski
of Exeter, UK.
|
| adam_txt |
Contents
Preface
1
Introduction
Foundations of probability theory
Sample space; definition of probability of an event
Conditional probability, independence and
the multiplication rule
The addition rule and mutually exclusive events
The total probability theorem
Bayes'
Relative frequency, subjective probability, and
an axiomatic structure
2
Introduction
Populations
Samples and sampling
Random samples and some variants
Categorical measurements: cross-tabulations
Numerical measurements: summary statistics
Summary distributions
3
Introduction
Probability distributions
Type of measurement
Shape of distribution
Some common probability models
Choosing a model
Estimating parameter values
Contents
4
Introduction
Sampling and sampling distributions
Statistical inference
Confidence intervals
Interpretation of confidence intervals
Hypothesis testing
Nonparametric tests
5
Introduction
Bayesian inference
Fiducial inference and likelihood methods
Decision theory
6
Introduction
Correlation
Explanation and prediction
Simple linear regression
Testing significance of regression
Multiple regression
Model building
Analysis of variance
Observational data versus experimental data
Designed experiments
The general linear model
7
Introduction
Checking the linear model assumptions
Non-constant variance: weighted regression
Non-linear models
Non-normality: generalised linear models
Non-independence
Tailpiece
Contents
8
Introduction
Measuring and testing association
Explaining associations: partial correlations
Explaining associations: latent variable models
Factor analysis methodology
Other latent variable models
9
Introduction
Dimensionality and simplification
No
Grouping of the individuals: canonical
Grouping of the variables: canonical correlation analysis
Scaling methods
Unsupervised classification; cluster analysis
Supervised classification; discriminant analysis
Inferential techniques
Missing values
10
Introduction
Repeated observations
Time series
Analysis of extremes
Survival data
Conclusion
Sources and Further Reading
References
Index
Statistical Principles and Techniques in Scientific and Social Research
is aimed at graduates and researchers in the Sciences and Social Sciences
wanting to increase their understanding of the statistical tools they use.
Assuming only a basic level of mathematics, and including numerous
examples and illustrations, the text provides a very clear discussion
of the basic statistical concepts and methods frequently encountered
in research.
Wojtek Krzanowski
of Exeter, UK. |
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| discipline_str_mv | Soziologie Psychologie Mathematik Wirtschaftswissenschaften |
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| index_date | 2024-07-02T17:26:31Z |
| indexdate | 2024-07-09T20:57:16Z |
| institution | BVB |
| isbn | 9780199213092 9780199213108 |
| language | English |
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| spelling | Krzanowski, Wojtek J. Verfasser aut Statistical principles and techniques in scientific and social investigations Wojtek J. Krzanowski Statistical principles and techniques in scientific and social research 1. publ. Oxford [u.a.] Oxford Univ. Press 2007 XIV, 241 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Sozialwissenschaften (DE-588)4055916-6 gnd rswk-swf Statistik (DE-588)4056995-0 gnd rswk-swf Methode (DE-588)4038971-6 gnd rswk-swf Statistik (DE-588)4056995-0 s Sozialwissenschaften (DE-588)4055916-6 s DE-604 Methode (DE-588)4038971-6 s Digitalisierung UB Regensburg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=015631610&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Digitalisierung UB Regensburg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=015631610&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Klappentext |
| spellingShingle | Krzanowski, Wojtek J. Statistical principles and techniques in scientific and social investigations Sozialwissenschaften (DE-588)4055916-6 gnd Statistik (DE-588)4056995-0 gnd Methode (DE-588)4038971-6 gnd |
| subject_GND | (DE-588)4055916-6 (DE-588)4056995-0 (DE-588)4038971-6 |
| title | Statistical principles and techniques in scientific and social investigations |
| title_alt | Statistical principles and techniques in scientific and social research |
| title_auth | Statistical principles and techniques in scientific and social investigations |
| title_exact_search | Statistical principles and techniques in scientific and social investigations |
| title_exact_search_txtP | Statistical principles and techniques in scientific and social investigations |
| title_full | Statistical principles and techniques in scientific and social investigations Wojtek J. Krzanowski |
| title_fullStr | Statistical principles and techniques in scientific and social investigations Wojtek J. Krzanowski |
| title_full_unstemmed | Statistical principles and techniques in scientific and social investigations Wojtek J. Krzanowski |
| title_short | Statistical principles and techniques in scientific and social investigations |
| title_sort | statistical principles and techniques in scientific and social investigations |
| topic | Sozialwissenschaften (DE-588)4055916-6 gnd Statistik (DE-588)4056995-0 gnd Methode (DE-588)4038971-6 gnd |
| topic_facet | Sozialwissenschaften Statistik Methode |
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