Properties of selected subset diagnostics in regression
Anomalies are cited in the use of subset regression diagnostics. Two leverage diagnostics are unified through canonical leverages. Other diagnostics relate one-to-one with the R-Fisher statistic, supporting exact but equivalent tests at level [alpha]. Three distance diagnostics exhibit ad hoc scalings; their distributions are characterized and ordering properties noted; one is studied further through simulation; and a properly scaled version is given. Case studies reexamine the use of selected subset diagnostics in practice.
Year of publication: |
2001
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Authors: | Jensen, D. R. |
Published in: |
Statistics & Probability Letters. - Elsevier, ISSN 0167-7152. - Vol. 51.2001, 4, p. 377-388
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Publisher: |
Elsevier |
Keywords: | Influence diagnostics Canonical leverages Coleverages Vector outliers Benchmarks Errors of interpretation |
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