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Statistical Data Mining Tutorials

Central limit theorem - Wikipedia, the free encyclopedia

In probability theory , the central limit theorem ( CLT ) states that, given certain conditions, the mean of a sufficiently large number of independent random variables , each with finite mean and variance, will be approximately normally distributed . [ 1 ] The central limit theorem has a number of variants. In its common form, the random variables must be identically distributed. In variants, convergence of the mean to the normal distribution also occurs for non-identical distributions, given that they comply with certain conditions. In more general probability theory , a central limit theorem is any of a set of weak-convergence theories. http://en.wikipedia.org/wiki/Central_limit_theorem
http://en.wikipedia.org/wiki/Benford%27s_law

Benford's law - Wikipedia, the free encyclopedia

The distribution of first digits, according to Benford's law. Each bar represents a digit, and the height of the bar is the percentage of numbers that start with that digit. A logarithmic scale bar. Picking a random x position uniformly on this number line, roughly 30% of the time the first digit of the number will be 1.
http://www.stanford.edu/dept/news/pr/2004/diaconis-69.html By ESTHER LANDHUIS Persi Diaconis has spent much of his life turning scams inside out. In 1962, the then 17-year-old sought to stymie a Caribbean casino that was allegedly using shaved dice to boost house odds in games of chance. In the mid-1970s, the upstart statistician exposed some key problems in ESP research and debunked a handful of famed psychics.

Magician-turned-mathematician uncovers bias in coin flipping

Calculus

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Fundamentals of Mathematics

fractals

Number Theory