J. Munoz-Gama

Publications83
h-index19
Citations2,213
Highly Influential Citations141
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  • Publications
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Process Mining Manifesto
TLDR
Process mining techniques are able to extract knowledge from event logs commonly available in today’s information systems. Expand
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Process mining in healthcare: A literature review
TLDR
We have conducted a literature review of the usage of process mining in healthcare using 74 papers with associated case studies. Expand
  • 256
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A Fresh Look at Precision in Process Conformance
TLDR
In this paper we propose a novel measure for precision, based on the simple idea of counting these situations were the model deviates from the log. Expand
  • 139
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Enhancing precision in Process Conformance: Stability, confidence and severity
TLDR
This paper presents novel techniques to enrich the process conformance analysis for the precision dimension: stability, confidence and severity. Expand
  • 66
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Mining theory-based patterns from Big data: Identifying self-regulated learning strategies in Massive Open Online Courses
TLDR
We extracted interaction sequences from fine-grained behavioural traces for 3458 learners across three Massive Open Online Courses. Expand
  • 85
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Single-Entry Single-Exit decomposed conformance checking
TLDR
This paper focuses on ''conformance checking in the large'' and presents a novel decomposition technique that partitions process models and event logs into smaller parts that can be analyzed independently. Expand
  • 106
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Question-Driven Methodology for Analyzing Emergency Room Processes Using Process Mining
In order to improve the efficiency and effectiveness of Emergency Rooms (ER), it is important to provide answers to frequently-posed questions regarding all relevant processes executed therein.… Expand
  • 41
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Measuring precision of modeled behavior
TLDR
In this paper, we propose a method to measure precision of process models, given their event logs by first aligning the logs to the models. Expand
  • 88
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Discovering role interaction models in the Emergency Room using Process Mining
TLDR
This study allows the discovery of role interaction models through the use of real-life clinical data and process mining techniques, uncovering opportunities for process improvement. Expand
  • 26
  • 3
Towards a Taxonomy of Human Resource Allocation Criteria
TLDR
We provide an initial proposal for a resource allocation criteria taxonomy that points out the most frequently used criteria for assessing the resources from January 2005 to July 2016. Expand
  • 14
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