@inproceedings{3fdbd384f7894a5c8cc3e02a9289fb52,
title = "Interactive data-driven process model construction",
abstract = "Process discovery algorithms address the problem of learning process models from event logs. Typically, in such settings a user{\textquoteright}s activity is limited to configuring the parameters of the discovery algorithm, and hence the user expertise/domain knowledge can not be incorporated during traditional process discovery. In a setting where the event logs are noisy, incomplete and/or contain uninteresting activities, the process models discovered by discovery algorithms are often inaccurate and/or incomprehensible. Furthermore, many of these automated techniques can produce unsound models and/or cannot discover duplicate activities, silent activities etc. To overcome such shortcomings, we introduce a new concept to interactively discover a process model, by combining a user{\textquoteright}s domain knowledge with the information from the event log. The discovered models are always sound and can have duplicate activities, silent activities etc. An objective evaluation and a case study shows that the proposed approach can outperform traditional discovery techniques.",
keywords = "HCI, Process discovery, Process mining",
author = "Dixit, {P. M.} and Verbeek, {H. M.W.} and Buijs, {J. C.A.M.} and {van der Aalst}, {W. M.P.}",
year = "2018",
month = jan,
day = "1",
doi = "10.1007/978-3-030-00847-5_19",
language = "English",
isbn = "978-3-030-00846-8",
series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",
publisher = "Springer",
pages = "251--265",
editor = "Zhanhuai Li and Trujillo, {Juan C.} and Xiaoyong Du and Lee, {Mong Li} and Davis, {Karen C.} and Ling, {Tok Wang} and Guoliang Li",
booktitle = "Conceptual Modeling - 37th International Conference, ER 2018, Proceedings",
address = "Germany",
note = "37th International Conference on Conceptual Modeling, ER 2018 ; Conference date: 22-10-2018 Through 25-10-2018",
}