Root cause analysis in IT infrastructures using ontologies and abduction in Markov Logic Networks

作者:

Highlights:

• New approach for calculating the root cause for failure in an IT infrastructure.

• Based on abduction in Markov Logic Networks.

• Simplified modelling through reuse of background knowledge (ontologies).

• Usable by user with little knowledge of the whole infrastructure.

• Highly scalable.

摘要

•New approach for calculating the root cause for failure in an IT infrastructure.•Based on abduction in Markov Logic Networks.•Simplified modelling through reuse of background knowledge (ontologies).•Usable by user with little knowledge of the whole infrastructure.•Highly scalable.

论文关键词:Root cause analysis,IT Infrastructure management,Markov Logic Network,Ontology,Abductive reasoning

论文评审过程:Received 15 December 2016, Revised 10 November 2017, Accepted 12 November 2017, Available online 13 November 2017, Version of Record 16 March 2018.

论文官网地址:https://doi.org/10.1016/j.is.2017.11.003