Discovering statistics using R / (Record no. 59)
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| control field | 17391120 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | OSt |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20190819110102.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 120718s2012 enka b 001 0 eng d |
| 010 ## - LIBRARY OF CONGRESS CONTROL NUMBER | |
| LC control number | 2012419528 |
| 016 7# - NATIONAL BIBLIOGRAPHIC AGENCY CONTROL NUMBER | |
| Record control number | 015974386 |
| Source | Uk |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781446200469 |
| 035 ## - SYSTEM CONTROL NUMBER | |
| System control number | (OCoLC)ocn760970657 |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | BTCTA |
| Language of cataloging | eng |
| Transcribing agency | BTCTA |
| Modifying agency | UKMGB |
| -- | BDX |
| -- | YDXCP |
| -- | CDX |
| -- | YNK |
| -- | AUD |
| -- | BWX |
| -- | CUT |
| -- | ZCU |
| -- | CUD |
| -- | DLC |
| 042 ## - AUTHENTICATION CODE | |
| Authentication code | lccopycat |
| 050 00 - LIBRARY OF CONGRESS CALL NUMBER | |
| Classification number | HA32 |
| Item number | .F537 2012 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 005.55 FIE |
| Edition number | 23 |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Field, Andy P. |
| 245 10 - TITLE STATEMENT | |
| Title | Discovering statistics using R / |
| Statement of responsibility, etc. | Andy Field, Jeremy Miles, Zoë Field. |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | London ; |
| -- | Thousand Oaks, Calif. : |
| Name of publisher, distributor, etc. | Sage, |
| Date of publication, distribution, etc. | 2012. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xxxiv, 957 p. : |
| Other physical details | ill. ; |
| Dimensions | 27 cm. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc. note | Includes bibliographical references (p. 941-947) and index. |
| 505 ## - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Why Is My Evil Lecturer Forcing Me to Learn Statistics? <br/>What will this chapter tell me? <br/>What the hell am I doing here? I don't belong here <br/>Initial observation: finding something that needs explaining <br/>Generating theories and testing them <br/>Data collection 1: what to measure <br/>Data collection 2: how to measure <br/>Analysing data <br/>What have I discovered about statistics? <br/>Key terms that I've discovered <br/>Smart Alex's tasks <br/>Further reading <br/>Interesting real research Everything You Ever Wanted to Know About Statistics (Well, Sort of) <br/>What will this chapter tell me? <br/>Building statistical models <br/>Populations and samples <br/>Simple statistical models <br/>Going beyond the data <br/>Using statistical models to test research questions <br/>What have I discovered about statistics? <br/>Key terms that I've discovered <br/>Smart Alex's tasks <br/>Further reading <br/>Interesting real research The R Environment <br/>What will this chapter tell me? <br/>Before you start <br/>Getting started <br/>Using R <br/>Getting data into R <br/>Entering data with R Commander <br/>Using other software to enter and edit data <br/>Saving Data <br/>Manipulating Data <br/>What have I discovered about statistics? <br/>R Packages Used in This Chapter <br/>R Functions Used in This Chapter <br/>Key terms that I've discovered <br/>Smart Alex's Tasks <br/>Further reading Exploring Data with Graphs <br/>What will this chapter tell me? <br/>The art of presenting data <br/>Packages used in this chapter <br/>Introducing ggplot2 <br/>Graphing relationships: the scatterplot <br/>Histograms: a good way to spot obvious problems <br/>Boxplots (box-whisker diagrams) <br/>Density plots <br/>Graphing means <br/>Themes and options <br/>What have I discovered about statistics? <br/>R packages used in this chapter <br/>R functions used in this chapter <br/>Key terms that I've discovered <br/>Smart Alex's tasks <br/>Further reading <br/>Interesting real research Exploring Assumptions <br/>What will this chapter tell me? <br/>What are assumptions? <br/>Assumptions of parametric data <br/>Packages used in this chapter <br/>The assumption of normality <br/>Testing whether a distribution is normal <br/>Testing for homogeneity of variance <br/>Correcting problems in the data <br/>What have I discovered about statistics? <br/>R packages used in this chapter <br/>R functions used in this chapter <br/>Key terms that I've discovered <br/>Smart Alex's tasks <br/>Further reading Correlation <br/>What will this chapter tell me? <br/>Looking at relationships <br/>How do we measure relationships? <br/>Data entry for correlation analysis <br/>Bivariate correlation <br/>Partial correlation <br/>Comparing correlations <br/>Calculating the effect size <br/>How to report correlation coefficents <br/>What have I discovered about statistics? <br/>R packages used in this chapter <br/>R functions used in this chapter Regression <br/>What will this chapter tell me? <br/>An Introduction to regression <br/>Packages used in this chapter <br/>General procedure for regression in R <br/>Interpreting a simple regression <br/>Multiple regression: the basics <br/>How accurate is my regression model? <br/>How to do multiple regression using R Commander and R <br/>Testing the accuracy of your regression model <br/>Robust regression: bootstrapping <br/>How to report multiple regression <br/>Categorical predictors and multiple regression <br/>What have I discovered about statistics? <br/>R packages used in this chapter <br/>R functions used in this chapter <br/>Key terms that I've discovered <br/>Smart Alex's tasks <br/>Further reading <br/>Interesting real research Logistic Regression <br/>What will this chapter tell me? <br/>Background to logistic regression <br/>What are the principles behind logistic regression? <br/>Assumptions and things that can go wrong <br/>Packages used in this chapter <br/>Binary logistic regression: an example that will make you feel eel <br/>How to report logistic regression <br/>Testing assumptions: another example <br/>Predicting several categories: multinomial logistic regression <br/>What have I discovered about statistics? <br/>R packages used in this chapter <br/>R functions used in this chapter <br/>Key terms that I've discovered <br/>Smart Alex's tasks <br/>Further reading <br/>Interesting real research Comparing Two Means <br/>What will this chapter tell me? <br/>Packages used in this chapter <br/>Looking at differences <br/>The t-test <br/>The independent t-test <br/>The dependent t-test <br/>Between groups or repeated measures? <br/>What have I discovered about statistics? <br/>R packages used in this chapter <br/>R functions used in this chapter <br/>Key terms that I've discovered <br/>Smart Alex's tasks <br/>Further reading <br/>Interesting real research Comparing Several Means: ANOVA (GLM 1) <br/>What will this chapter tell me? <br/>The theory behind ANOVA <br/>Assumptions of ANOVA <br/>Planned contrasts <br/>Post hoc procedures <br/>One-way ANOVA using R <br/>Calculating the effect size <br/>Reporting results from one-way independent ANOVA <br/>What have I discovered about statistics? <br/>R packages used in this chapter <br/>R functions used in this chapter <br/>Key terms that I've discovered <br/>Smart Alex's tasks <br/>Further reading <br/>Interesting real research Analysis of Covariance, ANCOVA (GLM 2) <br/>What will this chapter tell me? <br/>What is ANCOVA? <br/>Assumptions and issues in ANCOVA <br/>ANCOVA using R <br/>Robust ANCOVA <br/>Calculating the effect size <br/>Reporting results <br/>What have I discovered about statistics? <br/>R packages used in this chapter <br/>R functions used in this chapter <br/>Key terms that I've discovered <br/>Smart Alex's tasks <br/>Further reading <br/>Interesting real research Factorial ANOVA (GLM 3) <br/>What will this chapter tell me? <br/>Theory of factorial ANOVA (independant design) <br/>Factorial ANOVA as regression <br/>Two-Way ANOVA: Behind the scenes <br/>Factorial ANOVA using R <br/>Interpreting interaction graphs <br/>Robust factorial ANOVA <br/>Calculating effect sizes <br/>Reporting the results of two-way ANOVA <br/>What have I discovered about statistics? <br/>R packages used in this chapter <br/>R functions used in this chapter <br/>Key terms that I've discovered <br/>Smart Alex's tasks <br/>Further reading <br/>Interesting real research Repeated-Measures Designs (GLM 4) <br/>What will this chapter tell me? <br/>Introduction to repeated-measures designs <br/>Theory of one-way repeated-measures ANOVA <br/>One-way repeated measures designs using R <br/>Effect sizes for repeated measures designs <br/>Reporting one-way repeated measures designs <br/>Factorisal repeated measures designs <br/>Effect Sizes for factorial repeated measures designs <br/>Reporting the results from factorial repeated measures designs <br/>What have I discovered about statistics? <br/>R packages used in this chapter <br/>R functions used in this chapter <br/>Key terms that I've discovered <br/>Smart Alex's tasks <br/>Further reading <br/>Interesting real research Mixed Designs (GLM 5) <br/>What will this chapter tell me? <br/>Mixed designs <br/>What do men and women look for in a partner? <br/>Entering and exploring your data <br/>Mixed ANOVA <br/>Mixed designs as a GLM <br/>Calculating effect sizes <br/>Reporting the results of mixed ANOVA <br/>Robust analysis for mixed designs <br/>What have I discovered about statistics? <br/>R packages used in this chapter <br/>R functions used in this chapter <br/>Key terms that I've discovered <br/>Smart Alex's tasks <br/>Further reading <br/>Interesting real research Non-Parametric Tests <br/>What will this chapter tell me? <br/>When to use non-parametric tests <br/>Packages used in this chapter <br/>Comparing two independent conditions: the Wilcoxon rank-sum test <br/>Comparing two related conditions: the Wilcoxon signed-rank test <br/>Differences between several independent groups: the Kruskal-Wallis test <br/>Differences between several related groups: Friedman's ANOVA <br/>What have I discovered about statistics? <br/>R packages used in this chapter <br/>R functions used in this chapter <br/>Key terms that I've discovered <br/>Smart Alex's tasks <br/>Further reading <br/>Interesting real research Multivariate Analysis of Variance (MANOVA) <br/>What will this chapter tell me? <br/>When to use MANOVA <br/>Introduction: similarities and differences to ANOVA <br/>Theory of MANOVA <br/>Practical issues when conducting MANOVA <br/>MANOVA using R <br/>Robust MANOVA <br/>Reporting results from MANOVA <br/>Following up MANOVA with discriminant analysis <br/>Reporting results from discriminant analysis <br/>Some final remarks <br/>What have I discovered about statistics? <br/>R packages used in this chapter <br/>R functions used in this chapter <br/>Key terms that I've discovered <br/>Smart Alex's tasks <br/>Further reading <br/>Interesting real research Exploratory Factor Analysis <br/>What will this chapter tell me? <br/>When to use factor analysis <br/>Factors <br/>Research example <br/>Running the analysis with R Commander <br/>Running the analysis with R <br/>Factor scores <br/>How to report factor analysis <br/>Reliability analysis <br/>Reporting reliability analysis <br/>What have I discovered about statistics? <br/>R Packages Used in This Chapter <br/>R Functions Used in This Chapter <br/>Key terms that I've discovered <br/>Smart Alex's tasks <br/>Further reading <br/>Interesting real research Categorical Data <br/>What will this chapter tell me? <br/>Packages used in this chapter <br/>Analysing categorical data <br/>Theory of Analysing Categorical Data <br/>Assumptions of the chi-square test <br/>Doing the chi-square test using R <br/>Several categorical variables: loglinear analysis <br/>Assumptions in loglinear analysis <br/>Loglinear analysis using R <br/>Following up loglinear analysis <br/>Effect sizes in loglinear analysis <br/>Reporting the results of loglinear analysis <br/>What have I discovered about statistics? <br/>R packages used in this chapter <br/>R functions used in this chapter <br/>Key terms that I've discovered <br/>Smart Alex's tasks <br/>Further reading <br/>Interesting real research Multilevel Linear Models <br/>What will this chapter tell me? <br/>Hierarchical data <br/>Theory of multilevel linear models <br/>The multilevel model <br/>Some practical issues <br/>Multilevel modelling on R <br/>Growth models <br/>How to report a multilevel model <br/>What have I discovered about statistics? <br/>R packages used in this chapter <br/>R functions used in this chapter <br/>Key terms that I've discovered <br/>Smart Alex's tasks <br/>Further reading <br/>Interesting real research Epilogue: Life After Discovering Statistics Troubleshooting R Glossary <br/>Appendix <br/>Table of the standard normal distribution <br/>Critical Values of the t-Distribution <br/>Critical Values of the F-Distribution <br/>Critical Values of the chi-square Distribution References |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Social sciences |
| General subdivision | Statistical methods |
| -- | Computer programs. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | R (Computer program language) |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Statistics |
| General subdivision | Computer programs. |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Miles, Jeremy, |
| Dates associated with a name | 1968- |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Field, Zoë. |
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