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Process mining is a new emerging research trend over the last decade which focuses on analyzing the processes using event log and data. The raising integration of information systems for the operation of business processes provides the…

Software Engineering · Computer Science 2019-09-16 B. Kamala

The strong impulse to digitize processes and operations in companies and enterprises have resulted in the creation and automatic recording of an increasingly large amount of process data in information systems. These are made available in…

Artificial Intelligence · Computer Science 2022-04-11 Marco Pegoraro , Merih Seran Uysal , Wil M. P. van der Aalst

Among the many sources of event data available today, a prominent one is user interaction data. User activity may be recorded during the use of an application or website, resulting in a type of user interaction data often called click data.…

Databases · Computer Science 2022-04-11 Marco Pegoraro , Merih Seran Uysal , Tom-Hendrik Hülsmann , Wil M. P. van der Aalst

Process mining techniques enable analysts to identify and assess process improvement opportunities based on event logs. A common roadblock to process mining is that event logs may contain private information that cannot be used for analysis…

Cryptography and Security · Computer Science 2022-06-28 Gamal Elkoumy , Marlon Dumas

Process models may be automatically generated from event logs that contain as-is data of a business process. While such models generalize over the control-flow of specific, recorded process executions, they are often also annotated with…

Databases · Computer Science 2024-09-18 Henrik Kirchmann , Stephan A. Fahrenkrog-Petersen , Felix Mannhardt , Matthias Weidlich

Process mining techniques such as process discovery and conformance checking provide insights into actual processes by analyzing event data that are widely available in information systems. These data are very valuable, but often contain…

Cryptography and Security · Computer Science 2020-09-25 Majid Rafiei , Wil M. P. van der Aalst

Information systems support the execution of business processes. The event logs of these executions generally contain sensitive information about customers, patients, and employees. The corresponding privacy challenges can be addressed by…

Cryptography and Security · Computer Science 2025-07-09 Jungeun Lim , Stephan A. Fahrenkrog-Petersen , Xixi Lu , Jan Mendling , Minseok Song

Anonymization of event logs facilitates process mining while protecting sensitive information of process stakeholders. Existing techniques, however, focus on the privatization of the control-flow. Other process perspectives, such as roles,…

Databases · Computer Science 2023-05-02 Ryan Hildebrant , Stephan A. Fahrenkrog-Petersen , Matthias Weidlich , Shangping Ren

Process mining is a scientific discipline that analyzes event data, often collected in databases called event logs. Recently, uncertain event logs have become of interest, which contain non-deterministic and stochastic event attributes that…

Artificial Intelligence · Computer Science 2022-04-05 Marco Pegoraro , Bianka Bakullari , Merih Seran Uysal , Wil M. P. van der Aalst

Objective: The use of routinely-acquired medical data for research purposes requires the protection of patient confidentiality via data anonymisation. The objective of this work is to calculate the risk of re-identification arising from a…

Machine Learning · Computer Science 2022-04-01 Anna Antoniou , Giacomo Dossena , Julia MacMillan , Steven Hamblin , David Clifton , Paula Petrone

One of the most valuable assets of an organization is its organizational data. The analysis and mining of this potential hidden treasure can lead to much added-value for the organization. Process mining is an emerging area that can be…

Software Engineering · Computer Science 2016-07-05 Asef Pourmasoumi , Ebrahim Bagheri

To enable process analysis based on an event log without compromising the privacy of individuals involved in process execution, a log may be anonymized. Such anonymization strives to transform a log so that it satisfies provable privacy…

Cryptography and Security · Computer Science 2021-08-11 Fabian Rösel , Stephan A. Fahrenkrog-Petersen , Han van der Aa , Matthias Weidlich

Large, curated datasets are required to leverage speech-based tools in healthcare. These are costly to produce, resulting in increased interest in data sharing. As speech can potentially identify speakers (i.e., voiceprints), sharing…

Audio and Speech Processing · Electrical Eng. & Systems 2023-08-23 Daniela A. Wiepert , Bradley A. Malin , Joseph R. Duffy , Rene L. Utianski , John L. Stricker , David T. Jones , Hugo Botha

Process mining focuses on the analysis of recorded event data in order to gain insights about the true execution of business processes. While foundational process mining techniques treat such data as sequences of abstract events, more…

Computation and Language · Computer Science 2021-03-23 Adrian Rebmann , Han van der Aa

Re-identification algorithms are used in data privacy to measure disclosure risk. They model the situation in which an adversary attacks a published database by means of linking the information of this adversary with the database. In this…

Cryptography and Security · Computer Science 2013-01-23 Vicenç Torra , Klara Stokes

Event data is the basis for all process mining analysis. Most process mining techniques assume their input to be an event log. However, event data is rarely recorded in an event log format, but has to be extracted from raw data. Event log…

Data Structures and Algorithms · Computer Science 2022-11-09 Dirk Fahland

This paper presents the results of an industry expert survey about event log generation in process mining. It takes academic assumptions as a starting point and elicits practitioner's assessments of statements about process execution,…

Software Engineering · Computer Science 2022-04-15 Timotheus Kampik , Mathias Weske

Process mining has gained traction over the past decade and an impressive body of research has resulted in the introduction of a variety of process mining approaches measuring process performance. Having this set of techniques available,…

Performance · Computer Science 2018-04-12 Fredrik Milani , Fabrizio M. Maggi

Person re-identification has received a lot of attention from the research community in recent times. Due to its vital role in security based applications, person re-identification lies at the heart of research relevant to tracking…

Computer Vision and Pattern Recognition · Computer Science 2020-12-25 Ankit Yadav , Dinesh Kumar Vishwakarma

Recently, information systems like ERP, CRM and WFM record different business events or activities in a log named as event log. Process mining aims at extracting information from event logs to capture business process as it is being…

Software Engineering · Computer Science 2015-07-22 Saiqa Aleem , Luiz Fernando Capretz , Faheem Ahmed