In statistics, the variance inflation factor (VIF) is the ratio (quotient) of the variance of a parameter estimate when fitting a full model that includes...
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standard errors. To address the high collinearity of a dataset, variance inflation factor can be used to identify the collinearity of the predictor variables...
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correlated, can reduce the precision of parameter estimates (see Variance inflation factor). In the case of perfect multicollinearity, the parameter vector...
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partial residual plot). Partial residual plot Partial leverage plot Variance inflation factor for a multi-linear fit. Paul Velleman; Roy Welsch (November 1981)...
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interaction formula, a method for drawing molecular structural formulas Variance inflation factor, a measure of collinearity in statistical regression models Visual...
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line" would lie. Partial regression plot Partial leverage plot Variance inflation factors for a multi-linear fit. Tom Ryan (1997). Modern Regression Methods...
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fraction of variance unexplained (FVU), since the second term compares the unexplained variance (variance of the model's errors) with the total variance (of the...
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analysis Variance Variance decomposition of forecast errors Variance gamma process Variance inflation factor Variance-gamma distribution Variance reduction...
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In physical cosmology, cosmic inflation, cosmological inflation, or just inflation, is a theory of exponential expansion of space in the very early universe...
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Homoscedasticity and heteroscedasticity (redirect from Homogeneity of variance)
all its random variables have the same finite variance; this is also known as homogeneity of variance. The complementary notion is called heteroscedasticity...
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Multicollinearity can be detected from condition number or the variance inflation factor, among other tests. The outer product of the error vector must...
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Weighted arithmetic mean (redirect from Weighted variance)
relative trustworthiness, often derived from sample variance), we can determine a correction factor to yield an unbiased estimator. Assuming each random...
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Modern portfolio theory (redirect from Minimum variance set)
Modern portfolio theory (MPT), or mean-variance analysis, is a mathematical framework for assembling a portfolio of assets such that the expected return...
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for testing the equality of two variances. (However, all of these tests create experiment-wise type I error inflations when conducted as a test of the...
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Vasicek model (section Asymptotic mean and variance)
^{2}}/(2a)} : "long term variance". All future trajectories of r {\displaystyle r} will regroup around the long term mean with such variance after a long time...
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the variance of the current error term or innovation as a function of the actual sizes of the previous time periods' error terms; often the variance is...
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"Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation". Econometrica. 50 (4): 987–1007. doi:10.2307/1912773. ISSN 0012-9682...
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Regression model validation Studentized residual Cook's distance Variance inflation factor DFFITS Partial residual plot Partial regression plot Leverage...
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Sovereign credit risk (section Factors)
key factors that affect the probability of sovereign debt leading to sovereign risk are: debt service ratio, import ratio, investment ratio, variance of...
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procedures. Leverage Partial residual plot Partial regression plot Variance inflation factor for a multi-linear fit Tom Ryan (1997). Modern Regression Methods...
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of the inflation rate but also its balance of risks! The split normal density is completely characterized by three parameters, the mode, variance and skewness...
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Repeated measures design (category Analysis of variance)
analysis of variance (rANOVA) is a commonly used statistical approach to repeated measure designs. With such designs, the repeated-measure factor (the qualitative...
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interval d t {\displaystyle dt} by a single normal variable of mean 0 and variance δ t {\displaystyle \delta t} . This leads to a sample path of S ( k δ t...
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this case is 1, whereas the population variance does not exist. Winsorising, a related technique Core inflation, an economic statistic that omits volatile...
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variance to mean power law and power law autocorrelations. The Wiener–Khinchin theorem further implies that for any sequence that exhibits a variance...
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Principal component regression (category Factor analysis)
such situations. The variance expressions above indicate that these small eigenvalues have the maximum inflation effect on the variance of the least squares...
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indicates an inflation ( Deff > 1 {\displaystyle {\text{Deff}}>1} ), or deflation ( Deff < 1 {\displaystyle {\text{Deff}}<1} ) in the variance of an estimator...
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measured at 96.7%, with shared variance of 93.6%. A 1991 follow-up study by Brinson, Singer, and Beebower measured variance of 91.5%. The conclusion of the...
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Hull–White model (section One-factor model)
^{2})} is the normal distribution with mean μ {\displaystyle \mu } and variance σ 2 {\displaystyle \sigma ^{2}} . When θ ( t ) {\displaystyle \theta (t)}...
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financial instruments. These are volatility swaps, variance swaps, conditional variance swaps, variance options, VIX futures for equities, and (with some...
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