Kurz: New Statistics and Other Actual Trends in Applied Data Analysis APS300369

Osnova sekce

Vybrat sekci Úvod

Úvod

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This class is supported by DataCamp, a learning platform for data science. It allows you to learn statistics and R through a combination of short expert videos and hands-on-the-keyboard exercises.

2018/19:

07. 03. Intro, course requirements + NHST
21. 03. Introduction to Bayesian Data Analysis
04. 04. Simple Bayesian Modeling
18. 04. Easter - no lecture
02. 05. Advanced Bayesian Modeling
16. 05. Model Selection / Audience Requests / Q&A
- Vybrat aktivitu Oznámení
  
  Oznámení Fórum
Vybrat sekci NHST and p-hacking

NHST and p-hacking
- Vybrat aktivitu Goodman - A Dirty Dozen:Twelve P-Value Misconceptions
  
  Goodman - A Dirty Dozen:Twelve P-Value Misconceptions Soubor
- Vybrat aktivitu Simmons et al. - False-positive psychology: Undisclosed flexibility in data collection and analysis allows presenting anything as significant
  
  Simmons et al. - False-positive psychology: Undisclosed flexibility in data collection and analysis allows presenting anything as significant Soubor
- Vybrat aktivitu Evidential value of p-values
  
  Evidential value of p-values URL
- Vybrat aktivitu p-values & jelly beans
  
  p-values & jelly beans URL
- Vybrat aktivitu p-values & interpretation
  
  p-values & interpretation URL
- Vybrat aktivitu still not significant...
  
  still not significant... URL
- Vybrat aktivitu p-hacking app
  
  p-hacking app URL
- Vybrat aktivitu Gelman - How not to analyze noisy data: A case study
  
  Gelman - How not to analyze noisy data: A case study URL
Vybrat sekci Bayes analysis

Bayes analysis
- Vybrat aktivitu Introduction to Bayesian Data Analysis.R
  
  Introduction to Bayesian Data Analysis.R
  
  Introduction to Bayesian Data Analysis.pptx
  
  Introduction to Bayesian Data Analysis.R
Vybrat sekci Introduction to Bayesian Data Analysis II

Introduction to Bayesian Data Analysis II
- Vybrat aktivitu presentation & R code
  
  presentation & R code Složka
Vybrat sekci Introduction to Bayesian Data Analysis III

Introduction to Bayesian Data Analysis III
- Vybrat aktivitu material
  
  material Složka
Vybrat sekci SEM with Jiří

SEM with Jiří
- Vybrat aktivitu presentation
  
  presentation Soubor
- Vybrat aktivitu r-code
  
  r-code Soubor
Vybrat sekci Bayes Factor

Bayes Factor
- Vybrat aktivitu Dienes, 2011 - Bayesian Versus Orthodox Statistics: Which Side Are You On?
  
  Dienes, 2011 - Bayesian Versus Orthodox Statistics: Which Side Are You On? Soubor
- Vybrat aktivitu Hilgard et al., 2015 - How Much Evidence Is p > .05? Stimulus Pre-Testing and Null Primary Outcomes in Violent Video Games Research
  
  Hilgard et al., 2015 - How Much Evidence Is p > .05? Stimulus Pre-Testing and Null Primary Outcomes in Violent Video Games Research Soubor
  
  practical example of a use of Bayesian approach to statistical inference
- Vybrat aktivitu JASP
  
  JASP URL
- Vybrat aktivitu posterior probability calculator
  
  posterior probability calculator Soubor
- Vybrat aktivitu likelihood
  
  likelihood Soubor
- Vybrat aktivitu Bayesian paired sample t-test
  
  Bayesian paired sample t-test URL
  
  tutorial video for Bayes t-test in JASP
- Vybrat aktivitu Bias in the default Bayesian test
  
  Bias in the default Bayesian test URL
- Vybrat aktivitu Wagenmakers et al. 2015: Turning the hands of time again
  
  Wagenmakers et al. 2015: Turning the hands of time again Soubor
- Vybrat aktivitu data file - different outcomes NHST vs. Bayes
  
  data file - different outcomes NHST vs. Bayes Soubor
- Vybrat aktivitu data - NHST vs null
  
  data - NHST vs null Soubor
- Vybrat aktivitu visualisation Bayes
  
  visualisation Bayes URL
- Vybrat aktivitu Bayes Factor
  
  Bayes Factor Soubor
Vybrat sekci Equivalence testing

Equivalence testing
- Vybrat aktivitu Equivalence testing
  
  Equivalence testing Soubor
- Vybrat aktivitu xlsxTOSTer
  
  xlsxTOSTer Soubor
- Vybrat aktivitu example - morality and organic food
  
  example - morality and organic food Soubor
- Vybrat aktivitu Lakens (2016) Equivalence Tests: A Practical Primer for t-Tests, Correlations, and Meta-Analyses
  
  Lakens (2016) Equivalence Tests: A Practical Primer for t-Tests, Correlations, and Meta-Analyses Soubor
- Vybrat aktivitu ROPE vs. equivalence testing
  
  ROPE vs. equivalence testing URL
Vybrat sekci Confidence and credibility intervals

Confidence and credibility intervals
- Vybrat aktivitu CIs visualisation
  
  CIs visualisation URL
- Vybrat aktivitu Cumming 2005 - Inference by Eye
  
  Cumming 2005 - Inference by Eye Soubor
- Vybrat aktivitu Confidence intervals
  
  Confidence intervals Soubor
- Vybrat aktivitu R script CI
  
  R script CI Složka
- Vybrat aktivitu (Mis)interpretations of CIs
  
  (Mis)interpretations of CIs Soubor
Vybrat sekci Effect sizes

Effect sizes
- Vybrat aktivitu Lakens 2013 - Calculating and reporting effect sizes to facilitate cumulative science
  
  Lakens 2013 - Calculating and reporting effect sizes to facilitate cumulative science URL
- Vybrat aktivitu r2d2
  
  r2d2 Soubor
- Vybrat aktivitu calculating effect sizes
  
  calculating effect sizes Soubor
- Vybrat aktivitu Ci for Cohen's d
  
  Ci for Cohen's d Soubor
- Vybrat aktivitu Cohen's d - visualisation
  
  Cohen's d - visualisation URL
- Vybrat aktivitu Guess the correlation - Game
  
  Guess the correlation - Game URL
- Vybrat aktivitu Effect sizes
  
  Effect sizes Soubor
- Vybrat aktivitu example data file
  
  example data file Soubor
Vybrat sekci Statistical power

Statistical power
Vybrat sekci p-Curve

p-Curve
- Vybrat aktivitu p-Curve
  
  p-Curve Soubor
- Vybrat aktivitu http://www.p-curve.com
  
  http://www.p-curve.com URL
- Vybrat aktivitu example of p-curve analysis
  
  example of p-curve analysis URL
- Vybrat aktivitu meta-analysis for p-curve
  
  meta-analysis for p-curve Soubor
- Vybrat aktivitu g.sheet for p-curve data
  
  g.sheet for p-curve data URL
- Vybrat aktivitu d2r converter for p-curve example
  
  d2r converter for p-curve example Soubor
Vybrat sekci EFA and network analysis

EFA and network analysis
- Vybrat aktivitu R.script
  
  R.script Soubor
- Vybrat aktivitu EFA & network analysis
  
  EFA & network analysis Soubor
- Vybrat aktivitu MFQ data
  
  MFQ data Soubor
- Vybrat aktivitu MFQ data numbered var
  
  MFQ data numbered var Soubor
- Vybrat aktivitu Costantini et al., 2014
  
  Costantini et al., 2014 Soubor
- Vybrat aktivitu MFQ network – zero-order correlations
  
  MFQ network – zero-order correlations Soubor
- Vybrat aktivitu MFQ netwrok – partial correlations
  
  MFQ netwrok – partial correlations Soubor
- Vybrat aktivitu MFQ network – lasso
  
  MFQ network – lasso Soubor
Vybrat sekci SEM

SEM
- Vybrat aktivitu Hox, Bechger - An Introduction to Structural Equation Modeling
  
  Hox, Bechger - An Introduction to Structural Equation Modeling Soubor
- Vybrat aktivitu Rosseel - lavaan: An R Package for Structural Equation Modeling
  
  Rosseel - lavaan: An R Package for Structural Equation Modeling Soubor
- Vybrat aktivitu lavaan tutorial
  
  lavaan tutorial URL
- Vybrat aktivitu SEM - data
  
  SEM - data Soubor