Interactive Knowledge Discovery with the Doctor-in-the-Loop: A Practical Example of Cerebral Aneurysms Research

Dominic Girardi, Josef Küng, Raimund Kleiser, Michael Sonnberger, Doris Csillag, Johannes Trenkler, Andreas Holzinger

Publikation: Beitrag in einer FachzeitschriftArtikelForschungBegutachtung

Abstract

Established process models for knowledge discovery find the domain-expert in a customer-like and supervising role. In the field of biomedical research, it is necessary to move the domain-experts into the center of this process with far-reaching consequences for both their research output and the process itself. In this paper, we revise the established process models for knowledge discovery and propose a new process model for domain-expert-driven interactive knowledge discovery. Furthermore, we present a research infrastructure which is adapted to this new process model and demonstrate how the domain-expert can be deeply integrated even into the highly complex data-mining process and data-exploration tasks. We evaluated this approach in the medical domain for the case of cerebral aneurysms research.
Originalspracheenglisch
Seiten (von - bis)133-143
FachzeitschriftBrain Informatics
Jahrgang3
Ausgabenummer3
Frühes Online-Datum24 Feb 2016
DOIs
PublikationsstatusVeröffentlicht - 10 Sep 2016

Schlagwörter

    ASJC Scopus subject areas

    • !!Information Systems and Management
    • Artificial intelligence

    Fields of Expertise

    • Information, Communication & Computing

    Treatment code (Nähere Zuordnung)

    • Basic - Fundamental (Grundlagenforschung)
    • Experimental

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