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ADINN
http://www2.imm.dtu.dk/pubdb/views/publication_details.php?id=6010 Microblog에서 Sentiment analysis를 하기위한 manually annotated lexicon.
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Hosmer Lemeshow Test
https://en.m.wikipedia.org/wiki/Hosmer–Lemeshow_test The Hosmer–Lemeshow test is a statistical test for goodness of fit for logistic regression models. Logistic regression을 평가할 때 full model과 비교만하다보면 이런 테스트가 있다는 걸 잊기 쉽다.
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Lindley’s Paradox
https://en.m.wikipedia.org/wiki/Lindley%27s_paradox# Lindley’s paradox is a counterintuitive situation in statistics in which the Bayesian and frequentist approaches to a hypothesis testing problem give different results for certain choices of the prior distribution.
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Convex Optimization 추천 자료
https://web.stanford.edu/~boyd/cvxbook/ http://www.youtube.com/watch?v=McLq1hEq3UY&list=PL3940DD956CDF0622 마음씨 좋은 분들이 책, 슬라이드를 공개하고 거기에 MOOC 까지 여셨군요. 이 책은 아마존 평점도 매우 높은 편이라 괜찮아 보입니다. 유튜브에도 강의가 올라와 있어 완벽하네요.
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Monte Carlo Methods 강의노트
http://www.cs.berkeley.edu/~bartlett/courses/2009fall-cs281a/slides22.pdf Semiconjugate prior 찾다가 발견한 문서인데 monte carlo 에대해 정리가 잘 되어있어 올려둡니다.
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PROC LOGISTIC vs PROC GENMOD
https://communities.sas.com/t5/SAS-Statistical-Procedures/PROC-LOGISTIC-vs-PROC-GENMOD-different-results/td-p/27599 추정된 계수가 서로 다르게 나온다는 점에 유의.
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Graphical model basics
http://ais.informatik.uni-freiburg.de/teaching/ss11/seminar_pgm/pgm-basics.pdf Factor graphs, Undirected graphs / Markov networks, Directed graphs / Bayesian networks 에 대한 쉬운 설명이 되어 있습니다.
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What is least angle regression (LARS)?
https://www.quora.com/What-is-Least-Angle-Regression-and-when-should-it-be-used LARS, then, is essentially forward stagewise made fast. Instead of making tiny hops in the direction of one variable at a time, LARS makes optimally-sized leaps in optimal directions. These directions are chosen to make equal angles (equal correlations) with each of the variables currently in our model.
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베이지안 통계 철학
Philosophy and the practice of Bayesian statistics 베이지안 통계는 사후확률로 모델을 서로 비교하는 귀납적 추론이 아니라 모델 검토를 통해 모델 확장 및 변경을 수행하는 가설연역법이다.
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Hypothetico-deductive model
https://en.m.wikipedia.org/wiki/Hypothetico-deductive_model The hypothetico-deductive model or method is a proposed description of scientific method. According to it, scientific inquiry proceeds by formulating a hypothesis in a form that could conceivably be falsified by a test on observable data. A test that could and does run contrary to predictions of the hypothesis is taken as a falsification…
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