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> Outlier (Википедия)
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Outlier (Википедия)
Источник: https://en.wikipedia.org/wiki/Outlier

Contents

1 Occurrence and causes 1.1 Causes

2 Detection 2.1 Peirce's criterion
2.2 Tukey's fences
2.3 In anomaly detection
2.4 Modified Thompson Tau test

3 Working with outliers 3.1 Retention
3.2 Exclusion
3.3 Non-normal distributions
3.4 Set-membership uncertainties
3.5 Alternative models

QUOTE
Occurrence and causes[edit]

Fig. Relative probabilities in a normal distribution

In the case of normally distributed data, the three sigma rule means that roughly 1 in 22 observations will differ by twice the standard deviation or more from the mean, and 1 in 370 will deviate by three times the standard deviation.[6] In a sample of 1000 observations, the presence of up to five observations deviating from the mean by more than three times the standard deviation is within the range of what can be expected, being less than twice the expected number and hence within 1 standard deviation of the expected number – see Poisson distribution – and not indicate an anomaly. If the sample size is only 100, however, just three such outliers are already reason for concern, being more than 11 times the expected number.


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