Application of Shrinkage Techniques in Logistic Regression Analysis: A Case Study

No abstract is available for this paper.

• Publication year

  2001

• Venue

  Statistica Neerlandica

• Publication date

  2001-03-01

• Fields of study

  Medicine, Mathematics

• Identifiers
  DOI 10.1111/1467-9574.00157
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

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  2001influential reference
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  2000cited by this paper
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  1995cited by this paper
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  1994cited by this paper
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  1992influential reference
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  1992cited by this paper
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  1992cited by this paper
• Validation techniques for logistic regression models.

  1991cited by this paper
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  1990cited by this paper
• Monographs on statistics and applied probability

  1990cited by this paper
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  1990cited by this paper
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