
All of Nonparametric Statistics
by Larry Wasserman · first published 2007
3mentions
2recommended by
3HN commenters
2009–2018first – last mentioned
67% recommend33% critical
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All of statistics by wasserman, and then all of nonparametric statistics. Since you’re also interested in the philosophy side of things, definitely suggest Judea pearl too!
on “Ask HN: What are your favorite statistics and probability textbooks?” ↗…and Tibshirani which you already have, Pattern Recognition by Duda Hart and Stork, and PRML by Chris Bishop (though I found it boring - too many unmotivated equations). All of Statistics and especially All of Nonparametric Statistics by Wasserman are both excellent books which will fairly rapidly get you introduced to large swaths of statistical models. Papoulis (1993) is quite a good reference on statistics in general, and Joy &…
on “Ask HN: Statistics for hackers?” ↗…textbook. You only need a bit of algebra to make sense of it. That book exudes the feeling that the author wants to get through all this theory as quickly as possible to move onto other exciting things. (_All of Nonparametric Statistics_ by the same author is actually less approachable and shouldn't be taken as a simplified "the good bits" subset.) The stats book that I have had the most value out of is _Statistical Modeling: A Fresh…
on “Stats without Tears (2016)” ↗