Teoretiska grunder för dataanalys
7,5 hp
Litteraturlista, Avancerad nivå, 1MS042
Huvudgrupp 1
Kurslitteratur
Kurslitteratur tillhandahålls digitalt vid kursstart
Referenslitteratur
- Sainudiin, Raazesh; Lee, Dominic; Nussbaum, Michael, Background in Probability Theory I & Inference Theory I,, Matematiska institutionen m.fl., 2020, https://github.com/lamastex/computational-statistical-experiments/blob/master/matlab/csebook/PrStEl.pdf
- Wasserman, Larry, All of statistics: a concise course in statistical inference, New York, Springer, cop. 2004 (tillgänglig på Universitetsbiblioteket)
- Luc Devroye; Gábor Lugosi; László Györfi, A Probabilistic Theory of Pattern Recognition, Springer, 1996
Lecture notes will be communicated in the lectures and problem sessions as there is no appropriate book for the course. We will quickly build from measure-theoretic probability and concentration inequalities towards theoretical foundations in data science in the course.