Process mining: discovering direct successors in process logs

L. Maruster; A.J.M.M. Weijters; W.M.P. Aalst, van der; A.P.J. Bosch, van den

doi:10.1007/3-540-36182-0_37

Process mining: discovering direct successors in process logs

L. Maruster, A.J.M.M. Weijters, W.M.P. Aalst, van der, A.P.J. Bosch, van den

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

61 Citations (Scopus)

Abstract

Workflow management technology requires the existence of explicit process models, i.e. a completely specified workflow design needs to be developed in order to enact a given workflow process. Such a workflow design is time consuming and often subjective and incomplete. We propose a learning method that uses the workflow log, which contains information about the process as it is actually being executed. In our method we will use a logistic regression model to discover the direct connections between events of a realistic not complete workflow log with noise. Experimental results are used to show the usefulness and limitations of the presented method.

Original language	English
Title of host publication	Discovery Science : 5th International Conference, DS 2002, Lübeck, Germany, November 24-26.
Editors	S. Lange, K. Satoh, C.H. Smith
Place of Publication	Berlin, Germany
Publisher	Springer
Pages	364-373
DOIs	https://doi.org/10.1007/3-540-36182-0_37
Publication status	Published - 2002
Event	conference; DS 2002 - Duration: 1 Jan 2002 → …

Publication series

Name	Lecture Notes in Computer Science
Volume	2534
ISSN (Print)	0302-9743

Conference

Conference	conference; DS 2002
Period	1/01/02 → …
Other	DS 2002

Access to Document

10.1007/3-540-36182-0_37

Cite this

Maruster, L., Weijters, A. J. M. M., Aalst, van der, W. M. P., & Bosch, van den, A. P. J. (2002). Process mining: discovering direct successors in process logs. In S. Lange, K. Satoh, & C. H. Smith (Eds.), Discovery Science : 5th International Conference, DS 2002, Lübeck, Germany, November 24-26. (pp. 364-373). (Lecture Notes in Computer Science; Vol. 2534). Springer. https://doi.org/10.1007/3-540-36182-0_37

@inproceedings{687419a9b85f4364b298d2316a63bffa,

title = "Process mining: discovering direct successors in process logs",

abstract = "Workflow management technology requires the existence of explicit process models, i.e. a completely specified workflow design needs to be developed in order to enact a given workflow process. Such a workflow design is time consuming and often subjective and incomplete. We propose a learning method that uses the workflow log, which contains information about the process as it is actually being executed. In our method we will use a logistic regression model to discover the direct connections between events of a realistic not complete workflow log with noise. Experimental results are used to show the usefulness and limitations of the presented method.",

author = "L. Maruster and A.J.M.M. Weijters and {Aalst, van der}, W.M.P. and {Bosch, van den}, A.P.J.",

year = "2002",

doi = "10.1007/3-540-36182-0_37",

language = "English",

series = "Lecture Notes in Computer Science",

publisher = "Springer",

pages = "364--373",

editor = "S. Lange and K. Satoh and C.H. Smith",

booktitle = "Discovery Science : 5th International Conference, DS 2002, L{\"u}beck, Germany, November 24-26.",

note = "conference; DS 2002 ; Conference date: 01-01-2002",

}

Maruster, L, Weijters, AJMM, Aalst, van der, WMP & Bosch, van den, APJ 2002, Process mining: discovering direct successors in process logs. in S Lange, K Satoh & CH Smith (eds), Discovery Science : 5th International Conference, DS 2002, Lübeck, Germany, November 24-26.. Lecture Notes in Computer Science, vol. 2534, Springer, Berlin, Germany, pp. 364-373, conference; DS 2002, 1/01/02. https://doi.org/10.1007/3-540-36182-0_37

Process mining: discovering direct successors in process logs. / Maruster, L.; Weijters, A.J.M.M.; Aalst, van der, W.M.P. et al.
Discovery Science : 5th International Conference, DS 2002, Lübeck, Germany, November 24-26.. ed. / S. Lange; K. Satoh; C.H. Smith. Berlin, Germany: Springer, 2002. p. 364-373 (Lecture Notes in Computer Science; Vol. 2534).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

TY - GEN

T1 - Process mining: discovering direct successors in process logs

AU - Maruster, L.

AU - Weijters, A.J.M.M.

AU - Aalst, van der, W.M.P.

AU - Bosch, van den, A.P.J.

PY - 2002

Y1 - 2002

N2 - Workflow management technology requires the existence of explicit process models, i.e. a completely specified workflow design needs to be developed in order to enact a given workflow process. Such a workflow design is time consuming and often subjective and incomplete. We propose a learning method that uses the workflow log, which contains information about the process as it is actually being executed. In our method we will use a logistic regression model to discover the direct connections between events of a realistic not complete workflow log with noise. Experimental results are used to show the usefulness and limitations of the presented method.

AB - Workflow management technology requires the existence of explicit process models, i.e. a completely specified workflow design needs to be developed in order to enact a given workflow process. Such a workflow design is time consuming and often subjective and incomplete. We propose a learning method that uses the workflow log, which contains information about the process as it is actually being executed. In our method we will use a logistic regression model to discover the direct connections between events of a realistic not complete workflow log with noise. Experimental results are used to show the usefulness and limitations of the presented method.

U2 - 10.1007/3-540-36182-0_37

DO - 10.1007/3-540-36182-0_37

M3 - Conference contribution

T3 - Lecture Notes in Computer Science

SP - 364

EP - 373

BT - Discovery Science : 5th International Conference, DS 2002, Lübeck, Germany, November 24-26.

A2 - Lange, S.

A2 - Satoh, K.

A2 - Smith, C.H.

PB - Springer

CY - Berlin, Germany

T2 - conference; DS 2002

Y2 - 1 January 2002

ER -

Maruster L, Weijters AJMM, Aalst, van der WMP, Bosch, van den APJ. Process mining: discovering direct successors in process logs. In Lange S, Satoh K, Smith CH, editors, Discovery Science : 5th International Conference, DS 2002, Lübeck, Germany, November 24-26.. Berlin, Germany: Springer. 2002. p. 364-373. (Lecture Notes in Computer Science). doi: 10.1007/3-540-36182-0_37

Process mining: discovering direct successors in process logs

Abstract

Publication series

Conference

Access to Document

Fingerprint

Cite this