Probabilistic Reasoning in Data Analysis

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Science Signaling  20 Sep 2011:
DOI: 10.1126/scisignal.2001980


This Teaching Resource provides lecture notes, slides, and a student assignment for a lecture on probabilistic reasoning in the analysis of biological data. General probabilistic frameworks are introduced, and a number of standard probability distributions are described using simple intuitive ideas. Particular attention is focused on random arrivals that are independent of prior history (Markovian events), with an emphasis on waiting times, Poisson processes, and Poisson probability distributions. The use of these various probability distributions is applied to biomedical problems, including several classic experimental studies.

Full article available 27 September 2011, Issue 192, pp. tr14