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If N measurements yi are compared to some model or theory predicting values gi, and if the measurements are assumed normally distributed around gi, uncorrelated and with variances
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, then the sum
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follows the
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(chi-square) distribution with N degrees of freedom. The
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test compares s with the integral of the
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distribution; if the sum above is equal to the quantile
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of the
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distribution
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then the probability of obtaining s or a larger value in the 'null hypothesis' (i.e. the yi are drawn from a distribution described by the
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) is given by
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.
Integral curves for the
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distribution exist in computer libraries or are tabulated in the literature. Note that the test may express little about the inherent assumptions; wrong hypotheses or measurements can, but need not cause large
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's. The only statement to make about a measured s is the one above: ``
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is the probability of finding a
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as large as s or larger, in the null hypothesis.
Rudolf K. Bock, Oct 2000