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Discovery of clinical pathway patterns from event logs using probabilistic topic models · Study

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ArticleDiscovery of clinical pathway patterns from event logs using probabilistic topic models

Zhengxing Huang2013

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Articlebronze2013

Discovery of clinical pathway patterns from event logs using probabilistic topic models

Zhengxing Huang · Wei Dong · Lei Ji · Chenxi Gan · Xudong Lü · Huilong Duan

119 citations·0/0 files stored·Journal of Biomedical Informatics

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Business Process Modeling and Analysis Clinical practice guidelines implementation Machine Learning in Healthcare

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References

2004Workflow mining: discovering process models from event logs 1998Discovering models of software processes from event-based data 1998Mining process models from workflow logs 2008Business Process Management Workshops 2006IT support for healthcare processes – premises, challenges, perspectives 2011Business process analysis in healthcare environments: A methodology based on process mining 2005A process-mining framework for the detection of healthcare fraud and abuse 2011Discovering routines from large-scale human locations using probabilistic topic models

Cited by

2015Process Mining Methodology for Health Process Tracking Using Real-Time Indoor Location Systems 2018Systematic Mapping of Process Mining Studies in Healthcare 2022Process mining in healthcare – An updated perspective on the state of the art 2016Process mining in oncology: A literature review 2021Process mining applications in the healthcare domain: A comprehensive review

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Papers that cite the same references — the relational fallback while embeddings are still backfilling.

2012Summarizing clinical pathways from event logsarticle · 8 shared references 2013Latent Treatment Pattern Discovery for Clinical Processesarticle · 8 shared references 2012On mining clinical pathway patterns from medical behaviorsarticle · 6 shared references 2015Process mining on noisy logs — Can log sanitization help to improve performance?article · 5 shared references 2012Mining processes in dentistryother · 5 shared references 2019Process mining techniques and applications – A systematic mapping studyarticle · 4 shared references

Details

Year2013

Typearticle

Published2013-09-25

VenueJournal of Biomedical Informatics

ISSN-L1532-0464

Languageen

Citations119

Files0 public / 0

ShelfBusiness Process Modeling and Analysis

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doi10.1016/j.jbi.2013.09.003

openalex_workW2057541955

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2021

Opportunities and challenges for applying process mining in healthcare: a systematic mapping study

2016Use of big data for drug development and for public and personal health and care

2023Exploring the potential of OMOP common data model for process mining in healthcare