STATISTICS FOR PSYCHOLOGY

USING R for BEHAVIORAL ANALYSIS
BOOK: Learning Statistics with R:
A tutorial for psychology students(aka lsr)
2018, Navarro
https://learningstatisticswithr.com/
contents
  • Background: (Why do we learn statistics? | A brief introduction to research design)
  • An Introduction to R: (Getting started with R | Additional R concepts)
  • Working with Data: (Descriptive statistics | Drawing graphs | Pragmatic matters | Basic Programming)
  • Statistical Theory: (Introduction to probability | Estimating unknown quantities from a sample | Hypothesis testing)
  • Statistical Tools: (Categorical data analysis | Comparing two means | Comparing several means (one-way ANOVA) | Linear regression | Factorial regression)
  • Other Topics: (Bayesian statistics | Epilogue)
R lsr package for psychological statistical analysis - to accompany lsr book
links to references
BOOK: R for Psychological Science
2018 Navarro
https://psyr.djnavarro.net/index.html
contents
links to references
BOOK: Using R for Psychological Research
http://personality-project.org/r/
2007, personality-project.org team
contents
partial list of useful commands: http://personality-project.org/r/#useful
  • (Introduction | General comments | Data manipulation)
  • (Graphic displays | Inferential statistics | Multivariate Analysis | Adding new functions, packages)
BOOK: Psychometric Theory
2019, Revelle | personality-project.org team
https://personality-project.org/r/book/
contents
  • (Introduction | A theory of data | The problem of scale)
  • (Correlation and Covariance | Multiple Correlation and Multiple Covariance)
  • (Constructs, components and factor models | Reliability | The "New Psychometrics" Item Response Theory)
Appendix A - Getting Started with R
  • http://www.personality-project.org/r/book/AppendixA.pdf
  • (R: A statistical programming environment | General comments | Using R in 12 simple steps | Getting started)
  • (Basic R commands & syntax | Entering or getting data)
  • (Basic descriptive statistics - Using functions in the psych package | Simple graphics)
Appendix B - R commands
Appendix E - Review of Matrix Algebra
COURSE: http://personality-project.org/courses/405.syllabus.html
REF: Notes of the Use of R for Psychological Experiments and Questionnaires
2003, Baron, Li
reference card
contents
  • (Introduction | A few useful concepts and commands | Basic method)
  • (Reading and transforming data | Graphics | Statistics | References)
PACKAGES
  • psych (R package) (Revelle | personlity-project.org team) - psychological statistics
  • lsr (R package) (Navarro) - for textbook "Learning Statistics with R" (lsr) - wordier explanations of psychological statistics
  • jsPsych (javascript app) - for psychology experiments - https://www.jspsych.org/
  • jaysire (R package) (Navarro) - to use with jsPsych for psychology experiments

BEHAVIOURAL STATISTICS STUDIES
BOOK: Statistics for Psychology
2013, Aron, Coups, Aron
in library - pdf
full contents
web chapters
BOOK: Statistical Methods for Psychology
2010, Howell
in library - pdf
full contents
web chapters:
chapter notes:
  • ch18) resampling and nonparametric approaches to data
BOOK: Introduction to the Practice of Statistics
(includes statistics problems sorted by industry)
2006, Moore, McCabe
in library (book with CD chapters)
contents
  • BOOK: Fundamental Statistics for the Behavioral Sciences
    • 1989 David C. Howell
    • contents
    • in library
Behavior Statistics (PS249) class notes - Howell textbook       Full Textbook Notes

TOOLS for BEHAVIORAL STATISTICS
DISTRIBUTIONS
Tables from the Good Old Days
  • z-table1 pdf
  • z-table2 pdf
  • t-table pdf
  • F & chi-square pdf
  • statistics tables pdf
    • Normal Distribution | Chi-Square Distribution | Binomial Distribution | Student’s t Distribution | F Distribution: percentiles
    • Mann-Whitey Test Statistic | Kruskal-Wallis Test Statistic for Small Sample Sizes | Wilcoxon Signed Rank Test Statistic
    • Kendell’s Test Statistic | Kilogorov Test Statistic | Smirnov Test Statistic for Two Samples of Equal Size/Different Size
REFERENCES

my full data science book list

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