Arbeitspapier
Knowledge discovery and knowledge validation in intensive care
Operational protocols are a valuable means for quality control. However, developing operational protocols is a highly complex and costly task. We present an integrated approach involving both intelligent data analysis and knowledge acquisition from experts that supports the development of operational protocols. The aim is to ensure high quality standards for the protocol through empirical validation during the development, as well as lower development cost through the use of machine learning and statistical techniques. We demonstrate our approach of integrating expert knowledge with data driven techniques based on our effort to develop an operational protocol for the hemodynamic system.
- Sprache
-
Englisch
- Erschienen in
-
Series: Technical Report ; No. 2000,14
- Thema
-
operational protocols
online-monitoring
time series analysis
machine learning
statistical pattern recognition
knowledge based systems
knowledge validat
- Ereignis
-
Geistige Schöpfung
- (wer)
-
Morik, Katharina
Imhoff, Michael
Brockhausen, Peter
Joachims, Thorsten
Gather, Ursula
- Ereignis
-
Veröffentlichung
- (wer)
-
Universität Dortmund, Sonderforschungsbereich 475 - Komplexitätsreduktion in Multivariaten Datenstrukturen
- (wo)
-
Dortmund
- (wann)
-
2000
- Handle
- Letzte Aktualisierung
-
10.03.2025, 11:43 MEZ
Datenpartner
ZBW - Deutsche Zentralbibliothek für Wirtschaftswissenschaften - Leibniz-Informationszentrum Wirtschaft. Bei Fragen zum Objekt wenden Sie sich bitte an den Datenpartner.
Objekttyp
- Arbeitspapier
Beteiligte
- Morik, Katharina
- Imhoff, Michael
- Brockhausen, Peter
- Joachims, Thorsten
- Gather, Ursula
- Universität Dortmund, Sonderforschungsbereich 475 - Komplexitätsreduktion in Multivariaten Datenstrukturen
Entstanden
- 2000
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