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Volumn 37, Issue 7, 2012, Pages 654-676

A multi-dimensional quality assessment of state-of-the-art process discovery algorithms using real-life event logs

Author keywords

Accuracy; Benchmarking; Comprehensibility; Process mining; Real life event logs

Indexed keywords

ACCURACY; BUSINESS PROCESS EXECUTION; COMPLEX EVENTS; COMPREHENSIBILITY; CONTROL-FLOW; DATA SETS; ESSENTIAL ELEMENTS; POSTERIORI ANALYSIS; PROCESS DISCOVERY; PROCESS MINING; PROCESS MODEL; QUALITY ASSESSMENT; REAL-LIFE EVENT LOGS; RESEARCH DOMAINS; SUBDOMAIN;

EID: 84861093725     PISSN: 03064379     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.is.2012.02.004     Document Type: Article
Times cited : (200)

References (67)
  • 5
    • 56049101373 scopus 로고    scopus 로고
    • Towards comprehensive support for organizational mining
    • M. Song, and W.M.P. van der Aalst Towards comprehensive support for organizational mining Decision Support Systems 46 2008 300 317
    • (2008) Decision Support Systems , vol.46 , pp. 300-317
    • Song, M.1    Van Der Aalst, W.M.P.2
  • 8
    • 84890470685 scopus 로고    scopus 로고
    • Mining Process Models from Workflow Logs
    • Advances in Database Technology - EDDT'98
    • R. Agrawal, D. Gunopulos, and F. Leymann Mining process models from workflow logs H. Schek, F. Saltor, I. Ramos, G. Alonso, Proceedings of the 6th International Conference on Extending Database Technology (EDBT'98), Lecture Notes in Computer Science vol. 1377 1998 Springer 469 483 (Pubitemid 128044768)
    • (1998) Lecture Notes in Computer Science , Issue.1377 , pp. 469-483
    • Agrawal, R.1    Gunopulos, D.2    Leymann, F.3
  • 10
    • 0032328790 scopus 로고    scopus 로고
    • Automating the discovery of AS-IS business process models: Probabilistic and algorithmic approaches
    • A. Datta Automating the discovery of AS-IS business process models: probabilistic and algorithmic approaches Information Systems Research 9 1998 275 301
    • (1998) Information Systems Research , vol.9 , pp. 275-301
    • Datta, A.1
  • 12
    • 77952076017 scopus 로고    scopus 로고
    • Process miner - A tool for mining process schemes from event-based data
    • S. Flesca, S. Greco, N. Leone, G. Ianni, Springer
    • G. Schimm Process miner - a tool for mining process schemes from event-based data S. Flesca, S. Greco, N. Leone, G. Ianni, JELIA, Lecture Notes in Computer Science vol. 2424 2002 Springer 525 528
    • (2002) JELIA, Lecture Notes in Computer Science , vol.2424 , pp. 525-528
    • Schimm, G.1
  • 13
    • 0346969639 scopus 로고    scopus 로고
    • Mining exact models of concurrent workflows
    • G. Schimm Mining exact models of concurrent workflows Computers in Industry 53 2004 265 281
    • (2004) Computers in Industry , vol.53 , pp. 265-281
    • Schimm, G.1
  • 15
    • 84883435609 scopus 로고    scopus 로고
    • Mining process models with non-free-choice constructs
    • DOI 10.1007/s10618-007-0065-y
    • L. Wen, W.M.P. van der Aalst, J. Wang, and J. Sun Mining process models with non-free-choice constructs Data Mining and Knowledge Discovery 15 2007 145 180 (Pubitemid 47293485)
    • (2007) Data Mining and Knowledge Discovery , vol.15 , Issue.2 , pp. 145-180
    • Wen, L.1    Van Der Aalst, W.M.P.2    Wang, J.3    Sun, J.4
  • 18
    • 38049156249 scopus 로고    scopus 로고
    • Fuzzy mining - Adaptive process simplification based on multi-perspective metrics
    • G. Alonso, P. Dadam, M. Rosemann (Eds.) Brisbane, Australia, Springer, September 24-28
    • C.W. Günther, W.M.P. van der Aalst, Fuzzy mining - adaptive process simplification based on multi-perspective metrics, in: G. Alonso, P. Dadam, M. Rosemann (Eds.), Proceedings of the 5th International Conference on Business Process Management, BPM 2007, Lecture Notes in Computer Science, vol. 4714, Brisbane, Australia, Springer, September 24-28, 2007, pp. 328-343.
    • (2007) Proceedings of the 5th International Conference on Business Process Management, BPM 2007, Lecture Notes in Computer Science , vol.4714 , pp. 328-343
    • Günther, C.W.1
  • 19
    • 33745107289 scopus 로고    scopus 로고
    • A rule-based approach for process discovery: Dealing with noise and imbalance in process logs
    • DOI 10.1007/s10618-005-0029-z
    • L. Maruster, A.J.M.M. Weijters, W.M.P. van der Aalst, and A. van den Bosch A rule-based approach for process discovery: dealing with noise and imbalance in process logs Data Mining and Knowledge Discovery 13 2006 67 87 (Pubitemid 43882557)
    • (2006) Data Mining and Knowledge Discovery , vol.13 , Issue.1 , pp. 67-87
    • Maruster, L.1    Weijters, A.J.M.M.2    Van Der Aalst, W.M.P.3    Van Den Bosch, A.4
  • 20
    • 33750149405 scopus 로고    scopus 로고
    • An integrated life cycle for workflow management based on learning and planning
    • DOI 10.1142/S0218843006001463, PII S0218843006001463
    • H. Ferreira, and D. Ferreira An integrated life cycle for workflow management based on learning and planning International Journal of Cooperative Information Systems 15 2006 485 505 (Pubitemid 44600117)
    • (2006) International Journal of Cooperative Information Systems , vol.15 , Issue.4 , pp. 485-505
    • Ferreira, H.M.1    Ferreira, D.R.2
  • 24
    • 0032069371 scopus 로고    scopus 로고
    • Top-down induction of first-order logical decision trees
    • PII S0004370298000344
    • H. Blockeel, and L. De Raedt Top-down induction of first-order logical decision trees Artificial Intelligence 101 1998 285 297 (Pubitemid 128387397)
    • (1998) Artificial Intelligence , vol.101 , Issue.1-2 , pp. 285-297
    • Blockeel, H.1    De Raedt, L.2
  • 32
    • 26844582462 scopus 로고    scopus 로고
    • Towards mining structural workflow patterns
    • Database and Expert Systems Applications: 16th International Conference, DEXA 2005. Proceedings
    • W. Gaaloul, K. Baïna, and C. Godart Towards mining structural workflow patterns K.V. Andersen, J.K. Debenham, R. Wagner, DEXA, Lecture Notes in Computer Science vol. 3588 2005 Springer 24 33 (Pubitemid 41450438)
    • (2005) Lecture Notes in Computer Science , vol.3588 , pp. 24-33
    • Gaaloul, W.1    Baina, K.2    Godart, C.3
  • 40
    • 35748949584 scopus 로고    scopus 로고
    • Conformance checking of processes based on monitoring real behavior
    • DOI 10.1016/j.is.2007.07.001, PII S030643790700049X
    • A. Rozinat, and W.M.P. van der Aalst Conformance checking of processes based on monitoring real behavior Information Systems 33 2008 64 95 (Pubitemid 350051578)
    • (2008) Information Systems , vol.33 , Issue.1 , pp. 64-95
    • Rozinat, A.1    Van Der Aalst, W.M.P.2
  • 44
    • 36049031472 scopus 로고    scopus 로고
    • Quantifying process equivalence based on observed behavior
    • DOI 10.1016/j.datak.2007.06.010, PII S0169023X07001206, Fourth International Conference on Business Process Management (BPM 2006) Four selected and extended papers
    • A.K. Alves de Medeiros, W.M.P. van der Aalst, and A.J.M.M. Weijters Quantifying process equivalence based on observed behavior Data & Knowledge Engineering 64 2008 55 74 (Pubitemid 350087285)
    • (2008) Data and Knowledge Engineering , vol.64 , Issue.1 , pp. 55-74
    • Alves De Medeiros, A.K.1    Van Der Aalst, W.M.P.2    Weijters, A.J.M.M.3
  • 45
    • 72949112991 scopus 로고    scopus 로고
    • Using minimum description length for process mining
    • S.Y. Shin, S. Ossowski, ACM
    • T. Calders, C.W. Günther, M. Pechenizkiy, and A. Rozinat Using minimum description length for process mining S.Y. Shin, S. Ossowski, SAC 2009 ACM 1451 1455
    • (2009) SAC , pp. 1451-1455
    • Calders, T.1    Günther, C.W.2    Pechenizkiy, M.3    Rozinat, A.4
  • 51
    • 33749067412 scopus 로고    scopus 로고
    • Evaluating the process control-flow complexity measure
    • DOI 10.1109/ICWS.2005.57, 1530882, Proceedings - 2005 IEEE International Conference on Web Services, ICWS 2005
    • J. Cardoso, Evaluating the process control-flow complexity measure, in: ICWS, IEEE Computer Society, 2005, pp. 803-804. (Pubitemid 44460284)
    • (2005) Proceedings - 2005 IEEE International Conference on Web Services, ICWS 2005 , vol.2005 , pp. 803-804
    • Cardoso, J.1
  • 53
    • 29644438050 scopus 로고    scopus 로고
    • Statistical comparisons of classifiers over multiple data sets
    • J. Demsar Statistical comparisons of classifiers over multiple data sets Journal of Machine Learning Research 7 2006 1 30 (Pubitemid 43022939)
    • (2006) Journal of Machine Learning Research , vol.7 , pp. 1-30
    • Demsar, J.1
  • 54
    • 0001837148 scopus 로고
    • A comparison of alternative tests of significance for the problem of m rankings
    • M. Friedman A comparison of alternative tests of significance for the problem of m rankings The Annals of Mathematical Statistics 11 1940 86 92
    • (1940) The Annals of Mathematical Statistics , vol.11 , pp. 86-92
    • Friedman, M.1
  • 57
    • 0000107975 scopus 로고
    • Relations between two sets of variates
    • H. Hotelling Relations between two sets of variates Biometrika 28 1936 321 377
    • (1936) Biometrika , vol.28 , pp. 321-377
    • Hotelling, H.1
  • 58
    • 78449232900 scopus 로고    scopus 로고
    • Discovering process models with genetic algorithms using sampling
    • R. Setchi, I. Jordanov, R.J. Howlett, L.C. Jain, Springer
    • C. Bratosin, N. Sidorova, and W.M.P. van der Aalst Discovering process models with genetic algorithms using sampling R. Setchi, I. Jordanov, R.J. Howlett, L.C. Jain, KES (1), Lecture Notes in Computer Science vol. 6276 2010 Springer 41 50
    • (2010) KES (1), Lecture Notes in Computer Science , vol.6276 , pp. 41-50
    • Bratosin, C.1    Sidorova, N.2    Van Der Aalst, W.M.P.3
  • 60
    • 0014328120 scopus 로고
    • A general canonical correlation index
    • D. Stewart, and W. Love A general canonical correlation index Psychological Bulletin 70 1968 160 163
    • (1968) Psychological Bulletin , vol.70 , pp. 160-163
    • Stewart, D.1    Love, W.2
  • 67
    • 80055063557 scopus 로고    scopus 로고
    • Process diagnostics using trace alignment: Opportunities, issues, and challenges
    • R.P.J.C. Bose, and W.M.P. van der Aalst Process diagnostics using trace alignment: opportunities, issues, and challenges Information Systems 37 2012 117 141
    • (2012) Information Systems , vol.37 , pp. 117-141
    • Bose, R.P.J.C.1    Van Der Aalst, W.M.P.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.