Computing Expected Value of Partial Sample Information from Probabilistic Sensitivity Analysis Using Linear Regression Metamodeling

No abstract is available for this paper.

• Publication year

  2015

• Venue

  Medical decision making

• Publication date

  2015-04-03

• Fields of study

  Mathematics, Computer Science, Medicine

• Identifiers
  DOI 10.1177/0272989X15578125PMID 25840900PMCID PMC4978941
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar, PubMed

• No claims are published for this paper.

• No concepts are published for this paper.

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  1996cited by this paper
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• Decision analysis: introductory lectures on choices under uncertainty. 1968.

  1993cited by this paper
• Meta-analysis in clinical trials.

  1986cited by this paper
• Probabilistic Sensitivity Analysis Using Monte Carlo Simulation

  1985cited by this paper
• Design and analysis of simulation experiments

  1978cited by this paper
• Decision Analysis: Introductory Lectures on Choices under Uncertainty.

  1969cited by this paper
• Introduction to statistics for business decisions

  1963cited by this paper
• Probability And Statistics For Business Decisions

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