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Studentized residual information


In statistics, a studentized residual is the dimensionless ratio resulting from the division of a residual by an estimate of its standard deviation, both expressed in the same units. It is a form of a Student's t-statistic, with the estimate of error varying between points.

This is an important technique in the detection of outliers. It is among several named in honor of William Sealey Gosset, who wrote under the pseudonym "Student" (e.g., Student's distribution). Dividing a statistic by a sample standard deviation is called studentizing, in analogy with standardizing and normalizing.

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Studentized residual

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In statistics, a studentized residual is the dimensionless ratio resulting from the division of a residual by an estimate of its standard deviation, both...

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Residual

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mortgage Residual (statistics) Studentized residual Residual time, in the theory of renewal processes Residual (numerical analysis) Minimal residual method...

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Errors and residuals

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called the regression errors and regression residuals and where they lead to the concept of studentized residuals. In econometrics, "errors" are also called...

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Regression validation

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the goodness of fit of the regression, analyzing whether the regression residuals are random, and checking whether the model's predictive performance deteriorates...

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Weighted least squares

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population of all possible observations, the residuals should belong to a Student's t-distribution. Studentized residuals are useful in making a statistical test...

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Multilevel regression with poststratification

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Regression validation Mean and predicted response Errors and residuals Goodness of fit Studentized residual Gauss–Markov theorem Mathematics portal v t e...

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DFFITS

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for the point. DFFITS also equals the products of the externally Studentized residual ( t i ( i ) {\displaystyle t_{i(i)}} ) and the leverage factor (...

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Goodness of fit

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used in statistical hypothesis testing, e.g. to test for normality of residuals, to test whether two samples are drawn from identical distributions (see...

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Studentized range

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studentized means that the variable's scale was adjusted by dividing by an estimate of a population standard deviation (see also studentized residual)...

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Studentization

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context of resampling and, in particular, bootstrapping. Studentized range Studentized residual Pivotal quantity Dodge, Y. (2003) The Oxford Dictionary...

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Mixed model

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mixed models may not, however, be the only solution. LMM's have a constant-residual variance assumption that is sometimes violated when accounting or deeply...

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Ordinal regression

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Regression validation Mean and predicted response Errors and residuals Goodness of fit Studentized residual Gauss–Markov theorem Mathematics portal v t e...

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Ordered logit

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Regression validation Mean and predicted response Errors and residuals Goodness of fit Studentized residual Gauss–Markov theorem Mathematics portal v t e...

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Binary regression

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Regression validation Mean and predicted response Errors and residuals Goodness of fit Studentized residual Gauss–Markov theorem Mathematics portal v t e...

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Ridge regression

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\mathbf {x} } . Ordinary least squares seeks to minimize the sum of squared residuals, which can be compactly written as ‖ A x − b ‖ 2 2 , {\displaystyle \left\|A\mathbf...

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Random effects model

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Regression validation Mean and predicted response Errors and residuals Goodness of fit Studentized residual Gauss–Markov theorem Mathematics portal v t e...

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Iteratively reweighted least squares

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Gentle, James (2007). "6.8.1 Solutions that Minimize Other Norms of the Residuals". Matrix algebra. Springer Texts in Statistics. New York: Springer. doi:10...

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Partial least squares regression

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Regression validation Mean and predicted response Errors and residuals Goodness of fit Studentized residual Gauss–Markov theorem Mathematics portal v t e...

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Outlier

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Influential observation Random sample consensus Robust regression Studentized residual Winsorizing Grubbs, F. E. (February 1969). "Procedures for detecting...

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Segmented regression

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the standard error (SE) of BP, and applying Student's t-test significance of A1 and A2 applying Student's t-distribution and the standard error SE of...

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Regression analysis

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E(e_{i}|X_{i})=0} The variance of the residuals e i {\displaystyle e_{i}} is constant across observations (homoscedasticity). The residuals e i {\displaystyle e_{i}}...

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Projection matrix

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also many examples of its application. Projection (linear algebra) Studentized residuals Effective degrees of freedom Mean and predicted response Basilevsky...

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Multinomial logistic regression

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than two categories. Some examples would be: Which major will a college student choose, given their grades, stated likes and dislikes, etc.? Which blood...

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