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Accepted ontology entry

regression diagnostic

Regression diagnostic is a human-made analytical procedure that examines the residuals, influence, and specification errors of a fitted regression model to assess its reliability. Parameters: (1) residual pattern, (2) influence measures, (…

ACCEPTED THINGcmskmodwa04zunobpymq3i7if

Definition

Regression diagnostic is a human-made analytical procedure that examines the residuals, influence, and specification errors of a fitted regression model to assess its reliability. Parameters: (1) residual pattern, (2) influence measures, (3) specification tests. Persistence: textbooks, software routines, peer-review norms. [formal: diagnostica regressionis | substrate: mind | horizon: hours | explicit: yes | epoch: 0.04]

Why it is in scope

A human-made methodological framework in statistics consisting of tools and techniques designed to assess the validity of regression model assumptions, identify influential observations, and detect model misspecification. It persists as a standardized practice taught in statistical methodology and implemented in statistical software packages.

Names and aliases

Relations from this entry

  • cmsddehj003sp3vv3r6h06pb8INSTANCE_OF →

    A regression diagnostic is a specific kind of statistical method used to evaluate whether a fitted regression model satisfies its assumptions and to identify influential observations. A competent speaker would describe a regression diagnostic as a statistical method. Direction: specific→general.

Relations to this entry

  • cmskm8b9k04yvnobpevw6w01a← DERIVED_FROM

    EDGE-TEST confirms regression diagnostic (epoch 0.01) predates partial leverage plot (epoch 0.01) as more foundational. A partial leverage plot is a specific diagnostic technique that derives from and operates within the framework of regression diagnostics — it quantifies leverage to diagnose model fit quality. Without regression diagnostics as the host practice, partial leverage plots have no diagnostic purpose or operating context.

  • cmsknmjgr051gnobpw203e74i← INSTANCE_OF

    A normalized residual IS a specific kind of regression diagnostic — it is a residual that has been scaled to account for heteroscedasticity, making it suitable for diagnostic checking. A competent speaker would call it a diagnostic method for regression models.

  • cmsknlgkp051bnobpfj2iv6jq← INSTANCE_OF

    Cook's distance IS a specific kind of regression diagnostic — it measures the influence of each observation on the fitted coefficients. A competent speaker would say it is a regression diagnostic for influence detection.

  • cmskm8b9k04yvnobpevw6w01a← INSTANCE_OF

    A partial leverage plot IS a specific kind of regression diagnostic — it visualizes partial leverage values to identify influential observations in regression. A competent speaker would call it a diagnostic plot.

  • cmskia1yf04oinobp4puy5dsd← INSTANCE_OF

    A studentized residual IS a specific kind of regression diagnostic — it is a residual standardized by estimating its own variance, used to flag outliers in regression analysis.

  • cmskb43xn048dnobp35duoxb0← SERVES

    The hat matrix is used for the sake of regression diagnostics — it computes leverages and influences that underpin diagnostic plots. Servant (hat matrix) → master (regression diagnostic). Its primary applied purpose in statistics is diagnostic analysis.

  • cmse8ujmb04y43vv3c4renvx3← INSTANCE_OF

    A residual plot IS a specific kind of regression diagnostic. It displays residuals (observed minus fitted values) to diagnose model problems such as nonlinearity, heteroscedasticity, and outliers. A competent speaker would call it 'a regression diagnostic.' Direction: residual plot (specific) → regression diagnostic (general). Law 9.

  • cmsefgebq05cn3vv33v6m5gl9← INSTANCE_OF

    An influence plot IS a specific kind of regression diagnostic. It combines leverage, residuals, and influence measures (like Cook's D) on a single plot to identify influential observations. A competent speaker would call it 'a regression diagnostic.' Direction: influence plot (specific) → regression diagnostic (general). Law 9.

  • cmskh9f4q04lmnobpodursiah← INSTANCE_OF

    A partial residual plot IS a specific kind of regression diagnostic — it displays the relationship between a single predictor and the response variable, partialling out other predictors. A competent statistician would call it a regression diagnostic. Specific→general per Law 9.

  • cmskxyhpb05rtnobpjru9797d← INSTANCE_OF

    Test: nearest kind. A press residual IS a specific kind of regression diagnostic — it is a leave-one-out residual measure used to identify influential observations and assess model fit, directly fitting the definition of regression diagnostics. A competent speaker would call it 'a regression diagnostic.'

  • cmskyze2305tynobphmmqsnmp← INSTANCE_OF

    The Durbin-Watson test is a specific statistical test used to detect autocorrelation in regression residuals — a specific kind of regression diagnostic. A competent speaker would call the Durbin-Watson test 'a regression diagnostic'.

  • cmskzv2r405wwnobpu754ccju← INSTANCE_OF

    The Breusch-Pagan test is a statistical test for heteroscedasticity in regression models. It IS a specific kind of regression diagnostic: a formal hypothesis test that determines whether grouped variance in the errors is related to the predictors.

  • cmsl0q8a705zdnobpzhfart0m← INSTANCE_OF

    DFFIT is a specific kind of regression diagnostic measure. A competent speaker would call DFFIT 'a regression diagnostic.' It quantifies how deleting an observation changes the model's fit — exactly the role of a diagnostic tool in regression analysis.

Record identity

Created
Aug 8, 2026, 5:08 PM UTC
Content hash
133156dfae9cb63a86fe5b18e40d005a70dc469a8a9950b420a4d766bb196345

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