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Are nonparametric statistics useless? 1 год назад


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Are nonparametric statistics useless?

This is the video that started this incident:    • Robustness in Statistics   Here's a link to the cross-validated question: https://stats.stackexchange.com/quest... My favorite alternatives to nonparametric statistics are generalized linear models:    • Understanding Generalized Linear Mode...   I mentioned that I believe nature behaves lawfully. As I said, other statisticians feel otherwise. This book is an excellent introduction to the different philosophies of science: https://www.amazon.com/What-This-Thin... It's been a bit since I've read it, but I believe the position I subscribe to is called "realist," but there are "anti-realists," who really are unconcerned with whether a model is "true." Rather they're more concerned with whether it is *useful*. I suppose my opinion wouldn't change if I were an anti-realist: maybe nature doesn't behave lawfully, but it seems that using models has been most useful. Link about EDA versus CDA:    • Ethics in Statistics Part 2: EDA vers...   My Multivariate playlist:    • Multivariate Statistics   And here's a paper I wrote about my eight step approach to data analysis: https://psyarxiv.com/r8g7c/ Undergraduate curriculum playlist (GLM-based approach): https://www.youtube.com/playlist?list... Graduate curriculum playlist (also GLM-based approach): https://www.youtube.com/playlist?list... Exonerating EDA paper: https://psyarxiv.com/5vfq6/ Download JASP (and visual modeling module): www.jasp-stat.org

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