Uniqueness of medical data mining

Krzysztof J. Cios, G. William Moore

    Research output: Contribution to journalArticlepeer-review

    400 Scopus citations


    This article addresses the special features of data mining with medical data. Researchers in other fields may not be aware of the particular constraints and difficulties of the privacy-sensitive, heterogeneous, but voluminous data of medicine. Ethical and legal aspects of medical data mining are discussed, including data ownership, fear of lawsuits, expected benefits, and special administrative issues. The mathematical understanding of estimation and hypothesis formation in medical data may be fundamentally different than those from other data collection activities. Medicine is primarily directed at patient-care activity, and only secondarily as a research resource; almost the only justification for collecting medical data is to benefit the individual patient. Finally, medical data have a special status based upon their applicability to all people; their urgency (including life-or-death); and a moral obligation to be used for beneficial purposes.

    Original languageEnglish (US)
    Pages (from-to)1-24
    Number of pages24
    JournalArtificial Intelligence in Medicine
    Issue number1-2
    StatePublished - Sep 2002


    • Ethical
    • Medical data mining
    • Security and legal aspects of medical data mining
    • Unique features of medical data mining and knowledge discovery

    ASJC Scopus subject areas

    • Artificial Intelligence
    • Medicine(all)


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