Logical analysis of data -- an overview: from combinatorial optimization to medical applications

DOI10.1007/s10479-006-0075-yzbMath1104.92034OpenAlexW1987032634MaRDI QIDQ863611

Peter L. Hammer, Tibérius O. Bonates

Publication date: 5 February 2007

Published in: Annals of Operations Research (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s10479-006-0075-y

zbMATH Keywords

data miningdiscrete optimizationmachine learningbreast cancercell growthcoronary risklarge B-cell lymphomasradiological data

Mathematics Subject Classification ID

Applications of mathematical programming (90C90) Integer programming (90C10) Combinatorial optimization (90C27) Medical applications (general) (92C50)

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Cites Work

• Unnamed Item
• Pattern-based feature selection in genomics and proteomics
• Logical analysis of Chinese labor productivity patterns
• Logical analysis of numerical data
• The maximum box problem and its application to data analysis
• Coronary risk prediction by logical analysis of data
• Modeling country risk ratings using partial orders
• Maximum patterns in datasets
• Spanned patterns for the logical analysis of data
• Accelerated algorithm for pattern detection in logical analysis of data
• Approximations of pseudo-Boolean functions; applications to game theory

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