activity
20162023
most citedEvent Abstraction for Process Mining using Supervised Learning Techniques

98 citations · 408 across the 10 of their papers we have counts for

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Showing 2017Show all

6 papers · 1 filter

cs.DB2017★ 65 cited

Discovering More Precise Process Models from Event Logs by Filtering Out Chaotic Activities

Niek Tax, Natalia Sidorova, Wil M. P. van der Aalst

Process Discovery is concerned with the automatic generation of a process model that describes a business process from execution data of that business process. Real life event logs…

cs.DB2017

Guided Interaction Exploration in Artifact-centric Process Models

Maikel L. van Eck, Natalia Sidorova, Wil M. P. van der Aalst

Artifact-centric process models aim to describe complex processes as a collection of interacting artifacts. Recent development in process mining allow for the discovery of such mod…

cs.LG2017★ 28 cited

Mining Process Model Descriptions of Daily Life through Event Abstraction

Niek Tax, Natalia Sidorova, Reinder Haakma +1

Process mining techniques focus on extracting insight in processes from event logs. Process mining has the potential to provide valuable insights in (un)healthy habits and to contr…

cs.DB2017★ 67 cited

The Imprecisions of Precision Measures in Process Mining

Niek Tax, Xixi Lu, Natalia Sidorova +2

In process mining, precision measures are used to quantify how much a process model overapproximates the behavior seen in an event log. Although several measures have been proposed…

cs.LG2017

Generating Time-Based Label Refinements to Discover More Precise Process Models

Niek Tax, Emin Alasgarov, Natalia Sidorova +2

Process mining is a research field focused on the analysis of event data with the aim of extracting insights related to dynamic behavior. Applying process mining techniques on data…

cs.DB2017★ 23 cited

Interest-Driven Discovery of Local Process Models

Niek Tax, Benjamin Dalmas, Natalia Sidorova +2

Local Process Models (LPM) describe structured fragments of process behavior occurring in the context of less structured business processes. Traditional LPM discovery aims to gener…