000 02829nam a2200421 4500
001 OTLid0000559
003 MnU
005 20201105133341.0
006 m o d s
008 180907s2018 mnu o 0 0 eng d
040 _aMnU
_beng
_cMnU
050 4 _aQA1
050 4 _aH1
050 4 _aQA37.3
050 4 _aQA37.3
050 4 _aBF121
100 1 _aNavarro, Danielle
_eauthor
245 0 0 _aLearning Statistics with R
_bA tutorial for psychology students and other beginners
_cDanielle Navarro
264 2 _bOpen Textbook Library
264 1 _bDanielle Navarro
300 _a1 online resource
490 0 _aOpen textbook library.
505 0 _aI. Background -- Chapter 1: Why do we learn statistics? -- Chatper 2: A brief introduction to research design -- II. An introduction to R -- Chapter 3: Getting started with R -- Chapter 4: Additional R concepts -- III. Working with data -- Chapter 5: Descriptive statistics -- Chapter 6: Drawing graphs -- Chapter 7: Pragmatic matters -- Chapter 8: Basic programming -- IV. Statistical theory -- Prelude -- Chapter 9: Introduction to probability -- Chapter 10: Estimating unknown quantities from a sample -- Chapter 11: Hypothesis testing -- V. Statistical tools -- Chapter 12: Categorical data analysis -- Chapter 13: Comparing two means -- Chapter 14: Comparing several means (one-way ANOVA) -- Chapter 15: Linear regression -- Chapter 16: Factorial ANOVA -- VI. Other topics -- Chapter 17: Bayesian statistics -- Chapter 18: Epilogue -- References
520 0 _aLearning Statistics with R covers the contents of an introductory statistics class, as typically taught to undergraduate psychology students, focusing on the use of the R statistical software. The book discusses how to get started in R as well as giving an introduction to data manipulation and writing scripts. From a statistical perspective, the book discusses descriptive statistics and graphing first, followed by chapters on probability theory, sampling and estimation, and null hypothesis testing. After introducing the theory, the book covers the analysis of contingency tables, t-tests, ANOVAs and regression. Bayesian statistics are covered at the end of the book.
542 1 _fAttribution-ShareAlike
546 _aIn English.
588 0 _aDescription based on online resource
650 0 _aMathematics
_vTextbooks
650 0 _aSocial sciences
_vTextbooks
650 0 _aApplied mathematics
_vTextbooks
650 0 _aPsychology
_vTextbooks
710 2 _aOpen Textbook Library
_edistributor
856 4 0 _uhttps://open.umn.edu/opentextbooks/textbooks/559
_zAccess online version
999 _c19938
_d19938