Predictive Analytics: A Shortcut to Dependable Computing
Informazioni aggiuntive
Autori
Tipo
Contributo in atti di conferenza
Anno
2017
Lingua
Inglese
Abstract
The paper lists three major issues: complexity, time and uncertainty, and identifies dependability as the permanent challenge. In order to enhance dependability, the paradigm shift is proposed where focus is on failure prediction and early malware detection. Failure prediction methodology, including modeling and failure mitigation, is presented and two case studies (failure prediction for computer servers and early malware detection) are described in detail. The proposed approach, using predictive analytics, may increase system availability by an order of magnitude or so.
Atti di conferenza
Software Engineering for Resilient Systems
Editore
Springer International Publishing
Luogo conferenza
Cham
ISBN
978-3-319-65948-0
