#statstab #478 Equivalence Tests {marginaleffects}

Thoughts: Often you want to test "no difference" in more complex models than many packages or software permit.
With a few lines of code you can do that for most models.

#Equivalence #noeffect #rstats #TOST #EQ #NHST #hypothesistesting

https://marginaleffects.com/chapters/predictions.html#sec-predictions_visualization

ArkhamMirror: Airgapped investigation platform with CIA-style hypothesis testing

https://github.com/mantisfury/ArkhamMirror

#HackerNews #ArkhamMirror #Airgapped #CIA #HypothesisTesting #Cybersecurity

In an hour and a half (12:30 UTC / 14:30 CET) I'll give a lightning talk at the online BTS conference about the tool we are putting together for standardizing hypotheses.

Free registration: https://bigteamscienceconference.github.io/
Tool: https://tinyurl.com/hypothesizer
Slides: https://docs.google.com/presentation/d/1DMCCcvT5l_R7hC-2JH3kf0sSWBnzJvHZZOEPaS8tM5A/edit

#BigTeamScience #BigTeamScience2025 #bts2025 #OpenScience #HypothesisTesting #NHST #HypothesisStandardization #hypothesizer #AcademicChatter

Statistics: Concepts and Controversies (10th Edition) – eBook

Overview: Why This Book Matters

Statistics: Concepts and Controversies (10th Edition) — widely abbreviated as SCC 10e — is more than just a statistics text

https://cstbooks.com/uncategorized/statistics-concepts-and-controversies-10th-edition-ebook/

#Inspirations #Uncategorized #ConfidenceIntervals #DataLiteracy #DavidSMoore #HypothesisTesting #SCC10e #StatisticalReasoning #StatisticsConcepts #WHFreeman #WilliamINotz

Intro to Statistical Analysis with SAS/STAT Software | CoListy
Learn t-tests, ANOVA, regression, and predictive modeling with SAS/STAT. Master essential statistical techniques for data analysis. | CoListy
#freeonlinelearning #colisty #courselist #sas/stat #statisticalanalysis #anova #regression #logisticregression #predictivemodeling #sasprogramming #procglmselect #datavisualization #categoricaldataanalysis #hypothesistesting #proclogistic

https://colisty.netlify.app/courses/statistics-1_-introduction-to-anova_-regression_-and-logistic-regression/

What is the chance that: if I repeat an experiment (that has a statistically significant result), the repeated experiment also has a significant result in the same direction?

This paper carefully constructs a relationship between p-values and #replication probability for binary classification.
https://jmlr.org/papers/v25/24-0158.html
#MachineLearning #HypothesisTesting

I’ve just released a new YouTube video on how to perform an analysis of variance (ANOVA) using the R programming language.

Check out the video: https://www.youtube.com/watch?v=b2KmIWGQkrU

This video is also a preview of the upcoming Statistics Globe online course, "Statistical Methods in R," which starts on September 9.

Check out the course: https://statisticsglobe.com/online-course-statistical-methods-r

#statistics #anova #hypothesistesting #datascience #rstats

#statstab #148 Bayes Factors and how to use them, via {bayestestR} pkg

Thoughts: A go-to packages for bayesian model inference. Also has a great explanation of BFs, how to use them, and alternatives.

#r #rstats #bayes #BayesFactors #HypothesisTesting

https://easystats.github.io/bayestestR/articles/bayes_factors.html

Misunderstanding the Null Hypothesis: Answers In Reason

Misunderstanding the Null

#Science #hypothesis #hypotheses #HypothesisTesting #NullHypothesis

#python #machinelearning #disasters #recovery #riskmanagement Kaggle #dataset #Titanic #Benchmark #challenges #project #Automated #dataanalytics #SHAP #model #optimization #hypothesistesting scikit-learn #sweetviz #dataprep

http://newdigitals.org/2024/03/29/titanic-benchmark-hypothesis-testing-in-disaster-risk-management-autoeda-ml-hpo-shap/

Is Atheism the Null Hypothesis / Default Position?: Godless Scummer

https://www.youtube.com/watch?v=PBTgsWhwjBk

Want to give some thoughts upon a recent tweet by Matt Dillahunty on whether Atheism is the Null Hypothesis,

Please check out this short video by Answers In Reason.

https://www.youtube.com/watch?v=YKMpeq0i760&t=186s

#Science #Philosophy #hypothesis #PhilosophiesOf #AnswersinReason #hypotheses #PhilosophyOfReligion #POR #HypothesisTesting #Theism #Atheism #Nontheism #NullHypothesis

Part II of my series on what to do with non-significant results is up now.

In this post, I focus on how to determine if your data is compatible with the claim of "no effect" (and why relying on p-values is wrong). It covers TOST equivalence tests and how to interpret and write up your results for publication. Link below 🔗

#statistics #frequentist #NHST #pvalue #equivalencetests #TOST #null #hypothesistesting #hypothesis

https://mzstats.blogspot.com/2023/01/what-to-do-with-null-results-part-ii.html

Exploratory hypothesis testing:

Nice to see that our article “Exploratory hypothesis tests can be more compelling than confirmatory hypothesis tests” (https://doi.org/10.1080/09515089.2022.2113771), which was published 4 months ago, is the most read article in @PhilosophicalPsychology in the last 12 months: https://www.tandfonline.com/action/showMostReadArticles?journalCode=cphp20

#Psychology
#PhilosophyOfScience
#PhilSci
#MetaScience
#Preregistration
#HypothesisTesting

“The Difference Between ‘Significant’ And ‘Not Significant’ Is Not Itself Statistically Significant” [2012], Andrew Gelman & Hal Stern, The American Statistician (https://www.tandfonline.com/doi/abs/10.1198/000313006X152649).

#Statistics #Paper #Significance #Probability #HypothesisTesting #MetaAnalysis #pValue