rdf-syntax-grammar
mods:
  schema location: http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-2.xsd
  title info:
    title: Regression diagnostics
    sub title: an introduction
  name:
    name part: Fox, John
    name part: 1947-
    role:
      role term: creator
    role:
      role term: author.
  type of resource: text
  genre: bibliography
  origin info:
    place:
      place term: cau
    date issued: 2020
    edition: Second edition.
    issuance: monographic
  language:
    language term: eng
  physical description:
    form: print
    extent: xv, 151 pages : illustrations ; 22 cm.
  abstract: "Regression diagnostics are methods for determining whether a regression model that has been fit to data adequately represents the structure of the data. For example, if the model assumes a linear (straight-line) relationship between the response and an explanatory variable, is the assumption of linearity warranted? Regression diagnostics not only reveal deficiencies in a regression model that has been fit to data but in many instances may suggest how the model can be improved. The Second Edition of this bestselling volume by John Fox considers two important classes of regression models: the normal linear regression model (LM), in which the response variable is quantitative and assumed to have a normal distribution conditional on the values of the explanatory variables; and generalized linear models (GLMs) in which the conditional distribution of the response variable is a member of an exponential family. R code for examples within the text can be found on an accompanying website"--
  table of contents: Introduction -- The linear regression model : review -- Examining and transforming regression data -- Unusual data : outliers, leverage, and influence -- Nonnormality and nonconstant error variance -- Nonlinearity -- Collinearity -- Diagnostics for generalized linear models -- Concluding remarks.
  note: John Fox.
  note: Includes bibliographical references (pages 144-146) and index.
  subject:
    topic: Regression analysis
  subject:
    topic: Social sciences
    topic: Statistical methods
  subject:
    topic: Regression analysis
  subject:
    topic: Social sciences
    topic: Statistical methods
  subject:
    topic: Regressionsanalyse
  subject:
    topic: Sozialwissenschaften
  classification: QA278.2 .F63 2020
  classification: 519.5/36
  related item:
    title info:
      title: Quantitative applications in the social sciences ; no. 79
  identifier: 9781544375229
  identifier: 1544375220
  identifier: 9781544375212
  identifier: 9781544375205
  identifier: 9781544375199
  identifier: 2019028996
  record info:
    record content source: DLC
    record creation date: 191010
    record change date: 20201021170748.0
    record identifier: in00004311701
    language of cataloging:
      language term: eng