Multiple Instance Learning With Random Forest for Event Logs Analysis and Predictive Maintenance in Ship Electric Propulsion System
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Industrial Informatics"
DOI: 10.1109/tii.2022.3144177
Abstract: In this article, a novel weakly supervised machine learning approach is proposed for intelligent predictive maintenance (IPdM). It employs balanced random forest and multiple instance learning based on event logs from ships’ electric propulsion systems.… read more here.
Keywords: propulsion; multiple instance; event logs; instance learning ... See more keywords
Discovering and Analyzing Contextual Behavioral Patterns From Event Logs
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Knowledge and Data Engineering"
DOI: 10.1109/tkde.2021.3077653
Abstract: Event logs that are recorded by information systems provide a valuable starting point for the analysis of processes in various domains, reaching from healthcare, through logistics, to e-commerce. Specifically, behavioral patterns discovered from an event… read more here.
Keywords: discovering analyzing; contextual behavioral; event; analyzing contextual ... See more keywords
Data Preprocessing Method and API for Mining Processes from Cloud-Based Application Event Logs
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DOI: 10.3390/a15060180
Abstract: Process mining (PM) exploits event logs to obtain meaningful information about the processes that produced them. As the number of applications developed on cloud infrastructures is increasing, it becomes important to study and discover their… read more here.
Keywords: based application; event; event logs; cloud based ... See more keywords
Exploring the Suitability of Rule-Based Classification to Provide Interpretability in Outcome-Based Process Predictive Monitoring
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DOI: 10.3390/a15060187
Abstract: The development of models for process outcome prediction using event logs has evolved in the literature with a clear focus on performance improvement. In this paper, we take a different perspective, focusing on obtaining interpretable… read more here.
Keywords: rule; event logs; rule based; based classification ... See more keywords
Towards a Domain-Specific Modeling Language for Extracting Event Logs from ERP Systems
Sign Up to like & getrecommendations! Published in 2021 at "Applied Sciences"
DOI: 10.3390/app11125476
Abstract: Enterprise resource planning (ERP) systems are often seen as viable sources of data for process mining analysis. To perform most of the existing process mining techniques, it is necessary to obtain a valid event log… read more here.
Keywords: event logs; modeling language; erp systems; event ... See more keywords