Dr. Keith O'Rourke talks about the logical reasoning behind statistical modeling. Topics include mathematical vs scientific reasoning, whether science has become too stats focused, and vice versa.
Watch it on...
Youtube: https://youtu.be/FqE4ROHBKpY
Podbean: https://dataandsciencepodcast.podbean.com/e/keith-o-rourke-the-logic-of-statistics/
Topic List:
0:00 - The logic of statistics
0:30 - What is scientific statistics?
5:15 - The logic of statistics and CS Pierce
9:15 - Role of representation in statistics: explicit vs implicit
14:13 - Diagrammatic Reasoning
18:45 - Why is modeling counterfactual?
19:33 - How can statisticians become better scientists?
28:40 - Science is hard
31:24 - Computational approaches to learning
42:00 - Learning through metaphor
46:28 - Diagrammatic representations vs math
48:40 - Is science too statistics-focussed?
59:35 - Is statistics sufficiently science-focussed?
1:08:40 - Scientific Debate
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