Wissensbasiertes IT-Projektmanagement mit KI- und Cloud-Techniken

Systematische Wiederverwendung von Erfahrungswissen uber sicherheitskritische IT-Projekte auf der Basis von Ontologien, Case-based Reasoning und Word2Vec

By (author) Ganen Sethupathy By (author) Stephan Zelewski By (author) Jan Peter Schagen

Book cover: Wissensbasiertes IT-Projektmanagement mit KI- und Cloud-Techniken

Extent: 265 pages

Publisher: Logos Verlag Berlin

Subjects: Technical Sciences: Computer Science, Engineering, IT, & Math

Language: German

Paperback (Published)

(November 2024)

ISBN: 9783832558833

6.65 x 9.45 inches

Price: $86.00

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In sicherheitskritischen IT-Projekten, deren Erfolg entscheidend fur die offentliche Sicherheit ist, kann der Ausfall eines IT-Systems weitreichende Folgen haben. Die Wiederverwendung von wertvollem Erfahrungswissen, das oft in naturlicher Sprache und auf unterschiedlichen IT-Systemen oder in physischen Dokumenten vorliegt, stellt in der Praxis jedoch eine erhebliche Herausforderung dar. Wird dieses Erfahrungswissen nicht berucksichtigt, konnen die Konsequenzen gravierend sein und zu erheblichen Mehrkosten sowie Projektverzogerungen fuhren. Ein moglicher Ansatz zur Losung dieser Probleme liegt an der Schnittstelle von Betriebswirtschaftslehre, Wirtschaftsinformatik und Informatik. Dieser Ansatz vereint die Disziplinen Projektmanagement, Wissensmanagement und Kunstliche Intelligenz (KI). Er zeigt, wie “traditionelle”{ KI-Techniken, vor allem Ontologien und Case-based Reasoning, in sicherheitskritischen IT-Projekten effektiv eingesetzt werden konnen. Durch die Kombination von ontologiegestutztem Case-based Reasoning mit Kunstlichen Neuronalen Netzen fur die “moderne”{ Word2Vec-Technik wird eine Cloud-basierte Software konzipiert, mit deren Hilfe sich die Wiederverwendung von Erfahrungswissen in sicherheitskritischen IT-Projekten deutlich verbessern lasst. Dieser Beitrag zeigt auf, wie die Verbindung von traditionellen und modernen KI-Techniken einen Schlussel zur systematischen Wiederverwendung von erfolgskritischem Erfahrungswissen in sicherheitskritischen IT-Projekten bieten und einen wichtigen Beitrag zur offentlichen Sicherheit leisten kann.

  • By (author) Ganen Sethupathy
  • By (author) Stephan Zelewski
  • By (author) Jan Peter Schagen

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