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Scientific bloopers and summary statistics. Histograms and
graphical displays of data. Measures of position (mean and
median) and measures of spread (standard deviation and
inter-quartile range). Read Gonick and Smith chapters 1, 2.
Live computer examples of Loading R (and maybe SPSS),
entering data, computing summary statistics and histograms.
Reading data and basic processing in R.
Week 3
Histograms and Counting Things. Sampling errors. Read Gonick
and Smith chapter 3, 4, and the Binomial part of Chapter 5.
Counting things. What's the difference between a
frequency and a probability? Models vs. samples. (Random
Variables.)
Experimental design and two-sample t-tests. Read Gonick and
Smith chapters 9, 10, 11 ANOVA (Analysis of Variance) and
linear regression.
Week 7
Text classifiers.
Good-Turing Estimation: how to estimate the probability
that the Sun will not rise tomorrow, or other rare events.
How do you compute the probability that the word
``immunological'' will appear in the next sentence, given a
small corpus of text? [Source]
Modern techniques. Read Gonick and Smith chapter 12.
Robust statistics.
Monte-Carlo simulations. Monte-Carlo techniques allow
you to simply test complicated and messy models. Question:
If you flip a coin, how often do you get three heads in a
row? Answer Let's do a million flips on the computer and
see! [Source]
Bootstrap
resampling: An easy-to-remember but computer-intensive
way to look at complex problems or to handle non-Gaussian
data. [Source]
Markov-Chain Monte Carlo example: One lump or two?
