Root cause analysis in IT infrastructures using ontologies and abduction in Markov Logic Networks.
Joerg SchoenfischChristian MeilickeJanno von StülpnagelJens OrtmannHeiner StuckenschmidtPublished in: Inf. Syst. (2018)
Keyphrases
- markov logic networks
- root cause analysis
- structure learning
- first order logic
- probabilistic reasoning
- background knowledge
- statistical relational learning
- root cause
- decision support
- markov networks
- knowledge representation
- graphical models
- knowledge base
- logic programming
- bayesian networks
- probabilistic graphical models
- information retrieval
- databases
- maximum likelihood
- logic programs
- expert systems
- decision making
- artificial intelligence
- learning algorithm
- machine learning