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Discovery of Workflow Patterns - A Comparison of Process Discovery Algorithms
Process mining provides a set of techniques and algorithms to analyze, support, and improve business processes based on process execution data....
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ProReco: A Process Discovery Recommender System
Process discovery aims to automatically derive process models from historical execution data (event logs). While various process discovery algorithms...
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Parallel Flexible Heuristic Miner for Process Discovery
Process discovery aims to construct a business process model by extracting valuable information from event logs. To extract process models from event...
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Analyzing Healthcare Processes with Incremental Process Discovery: Practical Insights from a Real-World Application
AbstractMost process mining techniques are primarily automated, meaning that process analysts input information and receive output. As a result,...
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Stochastic Process Discovery: Can It Be Done Optimally?
Process discovery is the problem of automatically constructing a process model from an event log of an information system that supports the execution...
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Business process discovery as a service with event log privacy and access control over discovered models
The information systems supporting business processes of organizations generate and collect a large number of records in event logs that are...
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Stochastic Directly-Follows Process Discovery Using Grammatical Inference
Starting with a collection of traces generated by process executions, process discovery is the task of constructing a simple model that describes the...
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Imposing Rules in Process Discovery: An Inductive Mining Approach
Process discovery aims to discover descriptive process models from event logs. These discovered process models depict the actual execution of a...
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Interactive Multi-interest Process Pattern Discovery
Process pattern discovery methods (PPDMs) aim at identifying patterns of interest to users. Existing PPDMs typically are unsupervised and focus on a...
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IPMD: Intentional Process Model Discovery from Event Logs
Intention Mining is a crucial aspect of understanding human behavior. It focuses on uncovering the underlying hidden intentions and goals that guide...
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Fast & Sound: Accelerating Synthesis-Rules-Based Process Discovery
Process discovery aims to construct process models describing the observed behaviors of information systems. It is an essential step in process...
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Reinforcement Learning-Based Streaming Process Discovery Under Concept Drift
Streaming process discovery aims to discover a process model that may change over time, co** with the challenges of concept drift in business...
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Incremental Discovery of Process Models Using Trace Fragments
Process discovery learns process models from event data and is a crucial discipline within process mining. Most existing approaches are fully...
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A Stream Data Mining Approach to Handle Concept Drifts in Process Discovery
Process discovery algorithms discover process models from event logs recorded from the real-life processes. Traditional process discovery algorithms...
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A Novel Contextualization Method for Process Discovery Using Activity Specialization Hierarchies
While context information has been demonstrated to be essential in understanding processes, the use of context in process discovery techniques is...
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Adding the Sustainability Dimension in Process Mining Discovery Algorithms Evaluation
Sustainability has captured the attention of the classical management of business processes. Organizations have become increasingly aware of the need...
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Automating Process Discovery Through Meta-learning
Analyzing event logs generated during the execution of digital processes, organizations can monitor the behavior of dysfunctional or unspecified...
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Creating Translucent Event Logs to Improve Process Discovery
Event logs capture information about executed activities. However, they do not capture information about activities that could have been performed,...
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Enabling Multi-process Discovery on Graph Databases
With the abundance of event data, the challenge of enabling process discovery in the large has attracted the community attention. Several works...
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Process Mining—Discovery, Conformance, and Enhancement of Manufacturing Processes
Process-orientation has gained significant momentum in manufacturing as enabler for the integration of machines, sensors, systems, and human workers...