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Statistical Analysis Course by Penn state University

Welcome to STAT 505! | STAT 505 (psu.edu)  Applied Multivariate Statistical Analysis Welcome to STAT 501! | STAT 501 (psu.edu)  Regression Methods

Data Sets

Index of /~dzimmer/multivariate (uiowa.edu)  Richard 7th Edition users.stat.umn.edu/~kb/classes/5401/files/data/JWData5.txt           Data  from Richard A.  Johnson  and Dean W.  Wichern , )  Applied Multivariate  Statistical Analysis, 5th  Edition , ) Prentice Hall, 2002. Data Set Library - Data Set Library (minitab.com)  Minitab Data Set Library Macro Library - Minitab  Mintab Macro Library Find Open Datasets and Machine Learning Projects | Kaggle Data repositories | Library Services - UCL – University College London Datasets | Institute of Epidemiology & Health Care - UCL – University College London UCI Machine Learning Repository: Data Sets GitHub - awesomedata/awesome-public-datasets: A topic-centric list of HQ open datasets. Machine Learning Datasets | Papers With Code

References for MVDA

Welcome to STAT 505! | STAT 505 (psu.edu)  Applied Multivariate Statistical Analysis by Pennsylvania US state University. Multivariate control charts in Minitab - Minitab   Using decomposed T2 values to investigate your process - Minitab

You tube channels for Learning

TileStats - YouTube StatQuest with Josh Starmer - YouTube Matthew E. Clapham - YouTube Joshua Emmanuel - YouTube   Probability Course - YouTube  check on probabilitycourse.com Dr Nic's Maths and Stats - YouTube   WikiofScience JKAI - YouTube Probability Course - YouTube

LinkedIn Posts to read

How to Perform Bayesian Linear Regression in Python + R (linkedin.com) Estimation Error of MSA Summary Statistics (linkedin.com) Linked Article by Gabor Szabo Week 1: How I Stumbled Upon R (linkedin.com) Week 2: Getting Started (linkedin.com) Week 3: A Pivotal Moment (linkedin.com) Week 4: Small Multiples, Huge Advantage (linkedin.com) Week 5: Small Multiples for Characterization (linkedin.com) Linked Article by Kevin Kunzmann How to Quantify Uncertainty in Trial Design Simulations (linkedin.com)  

Resources for Learning Bayesian

Intuitive Bayes  Courses on Bayesian Statistics All Episodes – Learning Bayesian Statistics (learnbayesstats.com)  podcast on Bayesian Topics. Welcome to STAT 509! | STAT 509 (psu.edu)  Design and Analysis of Clinical Trials Odds & Ends (jonathanweisberg.org)  book on introducing probability and decision with a visual emphasis by Jonathan Weisberg. Dutch Book Arguments (Stanford Encyclopedia of Philosophy)   Understanding Bayes: A Look at the Likelihood | The Etz-Files (alexanderetz.com) Bayesian Cognitive Modeling | A Practical Course (bayesmodels.com) What is a Bayes factor? (apa.org)   Error Statistics Philosophy Bayesian Regression from Scratch – Aaron Pickering (aaron-pickering.com) BAYES FOR CLINCIAL STUDY C:\doc\Talks\dia97\bayes.DVI (vumc.org)  An introduction to BM with Clinical applications https://biostat.app.vumc.org/wiki/pub/Main/ClinStat/essence.rct.html (BM for RCT)

Imp link/papers on Biostatistics

  Statistical Thinking - Biostatistical Modeling Plan (fharrell.com)  Jan 26, 2023. The log transformation is special - Keene - 1995 - Statistics in Medicine - Wiley Online Library

Vignettes for statistical concepts

Statistical Evidence | Vignettes Error rate and FDR, Likelihood method Start | R Psychologist Understanding p-values Through Simulations,  Maximum Likelihood,  Cohen's d,  Statistical Power and Significance Testing,  Confidence Intervals,  Bayesian Inference,  Correlations,  Equivalence and Non-Inferiority Testing,  P-value distribution,  t-distribution. TquanT — Shiny Apps Gallery — Consortium Apps Bayesian statistics, Bayesian Correlation Analysis, Bayesian t-Test Teaching App, P-values & Bayes factor, Sequential testing with p-values and Bayes factors, Comparison of Frequentist and Bayesian analysis in ANOVA post-hoc settings. Probability Distributions, F-Distributions  Probability Distributions (tquant.eu) Model Comparison Approach, Model 1, Model Comparison Approach, Model 2 Simulating Statistical Power, Fpower. Shiny App (ramikrispin.github.io)  Why normal distributions are normal, using ...

Learning Resources for Biostatistics

The Art of Statistics: Code, Data, Errata and Additions | ArtofStatistics (dspiegel29.github.io)  (includes code repository for individual figures in book) ClinStat < Main < Vanderbilt Biostatistics Wiki (vumc.org)   (Dept of Biostatistics, Venderbilt University, Medical center. refer. supplementory handouts, reference text book and general topics) BBRC (hbiostat.org) Biostatistics for Biomedical Research (hbiostat.org) Datamethods Discussion Forum - Data-related methods  by  Frank Harrell. Introduction: What is EBM | the ebm project (wordpress.com)   Evidence Based Medicine The Stats Geek    BAYES FOR CLINCIAL STUDY C:\doc\Talks\dia97\bayes.DVI (vumc.org)  An introduction to BM with Clinical applications https://biostat.app.vumc.org/wiki/pub/Main/ClinStat/essence.rct.html (BM for RCT)

Free Resources for Learning Statistics

Significantly Statistical Methods Online Course | JMP Introduction | Improving Your Statistical Inferences (lakens.github.io) Certara R School • Certara.R Introduction to the New Statistics Learning statistics with R: A tutorial for psychology students and other beginners. (Version 0.6.1) (bookdown.org) Home Page (Welcome) | Real Statistics Using Excel (real-statistics.com) Statlect, the digital textbook | Probability, statistics, matrix algebra Statistics Teacher Introduction to Statistics – Simple Book Publishing (pressbooks.pub) Statistical Evidence | Home  by Jeffrey D. Blume Ph.D. Table of Contents (statistics4u.info)  Fundamentals of Statistics by  H. Lohninger  Learning by Simulations: Overview (vias.org)   Index of /Courses (yale.edu)  Statistics courses by Yale University.  MathBitsNotebook - On-Line Study Resources for High School Mathematics  Algebra, Geometry, Jr Math6-8. Statistics I (elgin.edu)  by Math dept of Elgin Community C...