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Volumn 17, Issue 2, 2018, Pages 599-631

Scalable process discovery and conformance checking

Author keywords

Algorithm evaluation; Big data; Block structured process discovery; Conformance checking; Directly follows graphs; Rediscoverability; Scalable process mining

Indexed keywords

BIG DATA;

EID: 84978160818     PISSN: 16191366     EISSN: 16191374     Source Type: Journal    
DOI: 10.1007/s10270-016-0545-x     Document Type: Article
Times cited : (195)

References (68)
  • 2
    • 80054889108 scopus 로고    scopus 로고
    • Conformance checking using cost-based fitness analysis
    • In
    • Adriansyah, A., van Dongen, B.F., van der Aalst, W.M.P.: Conformance checking using cost-based fitness analysis. In: IEEE EDOC 2011, pp. 55–64 (2011). doi:10.1109/EDOC.2011.12
    • (2011) IEEE EDOC 2011 , pp. 55-64
    • Adriansyah, A.1    van Dongen, B.F.2    van der Aalst, W.M.P.3
  • 3
    • 84914688697 scopus 로고    scopus 로고
    • Aligning Observed and Modeled Behavior. Ph.D. thesis, Eindhoven University of Technology
    • Adriansyah, A.: Aligning Observed and Modeled Behavior. Ph.D. thesis, Eindhoven University of Technology, Eindhoven (2014)
    • (2014) Eindhoven
    • Adriansyah, A.1
  • 4
    • 0036038253 scopus 로고    scopus 로고
    • Mining specifications
    • In
    • Ammons, G., Bodík, R., Larus, J.R.: Mining specifications. In: POPL SIGPLAN-SIGACT 2002, pp. 4–16 (2002). doi:10.1145/503272.503275. http://dblp.uni-trier.de/rec/bibtex/conf/popl/AmmonsBL02
    • (2002) POPL SIGPLAN-SIGACT 2002 , pp. 4-16
    • Ammons, G.1    Bodík, R.2    Larus, J.R.3
  • 5
    • 84906736749 scopus 로고    scopus 로고
    • Behavioral comparison of process models based on canonically reduced event structures
    • In
    • Armas-Cervantes, A., Baldan, P., Dumas, M., García-Ba nuelos, L.: Behavioral comparison of process models based on canonically reduced event structures. In: BPM 2014, pp. 267–282 (2014). doi:10.1007/978-3-319-10172-9_17
    • (2014) BPM 2014 , pp. 267-282
    • Armas-Cervantes, A.1    Baldan, P.2    Dumas, M.3    García-Ba nuelos, L.4
  • 7
    • 84857053570 scopus 로고    scopus 로고
    • A comparative survey of business process similarity measures
    • Becker, M., Laue, R.: A comparative survey of business process similarity measures. Comput. Ind. 63(2), 148–167 (2012). doi:10.1016/j.compind.2011.11.003
    • (2012) Comput. Ind. , vol.63 , Issue.2 , pp. 148-167
    • Becker, M.1    Laue, R.2
  • 10
    • 77049106674 scopus 로고    scopus 로고
    • Synthesis of Petri nets from term based representations of infinite partial languages
    • Bergenthum, R., Desel, J., Mauser, S., Lorenz, R.: Synthesis of Petri nets from term based representations of infinite partial languages. Fundam. Inform. 95(1), 187–217 (2009)
    • (2009) Fundam. Inform. , vol.95 , Issue.1 , pp. 187-217
    • Bergenthum, R.1    Desel, J.2    Mauser, S.3    Lorenz, R.4
  • 12
    • 84872786846 scopus 로고    scopus 로고
    • On the role of fitness, precision, generalization and simplicity in process discovery
    • Buijs, J.C.A.M., van Dongen, B.F., van der, In
    • Buijs, J.C.A.M., van Dongen, B.F., van der Aalst, W.M.P.: On the role of fitness, precision, generalization and simplicity in process discovery. In: OTM. LNCS, vol. 7565, pp. 305–322 (2012). doi:10.1007/978-3-642-33606-5_19
    • (2012) OTM. LNCS , vol.7565 , pp. 305-322
    • Aalst, W.M.P.1
  • 20
    • 0041151950 scopus 로고
    • Decidability issues for Petri nets—a survey
    • Esparza, J., Nielsen, M.: Decidability issues for Petri nets—a survey. Bull. EATCS 52, 244–262 (1994). http://dblp.uni-trier.de/rec/bibtex/journals/eatcs/EsparzaN94
    • (1994) Bull. EATCS , vol.52 , pp. 244-262
    • Esparza, J.1    Nielsen, M.2
  • 21
    • 85046292027 scopus 로고    scopus 로고
    • Evermann, J.In: IEEE Transactions on Services Computing (2014, to appear)
    • Evermann, J.: Scalable process discovery using map-reduce. In: IEEE Transactions on Services Computing (2014, to appear)
    • Scalable process discovery using map-reduce
  • 22
    • 77950474436 scopus 로고    scopus 로고
    • Javert: fully automatic mining of general temporal properties from dynamic traces
    • Gabel, M., Su, Z.: Javert: fully automatic mining of general temporal properties from dynamic traces. In: ACM SIGSOFT 2008, pp. 339–349 (2008). doi:10.1145/1453101.1453150
    • (2008) In: ACM SIGSOFT , vol.2008 , pp. 339-349
    • Gabel, M.1    Su, Z.2
  • 23
    • 84892646725 scopus 로고    scopus 로고
    • Disco: discover your processes
    • Günther, C., Rozinat, A.: Disco: discover your processes. In: BPM (Demos), pp. 40–44 (2012)
    • (2012) BPM (Demos) , pp. 40-44
    • Günther, C.1    Rozinat, A.2
  • 24
    • 85132121828 scopus 로고    scopus 로고
    • Mining navigation patterns using a sequence alignment method
    • Hay, B., Wets, G., Vanhoof, K.: Mining navigation patterns using a sequence alignment method. Knowl. Inf. Syst. 6(2), 150–163 (2004)
    • (2004) Knowl. Inf. Syst. , vol.6 , Issue.2 , pp. 150-163
    • Hay, B.1    Wets, G.2    Vanhoof, K.3
  • 25
    • 84884673132 scopus 로고    scopus 로고
    • Formalising and analysing the control software of the compact muon solenoid experiment at the large hadron collider
    • Hwong, Y., Keiren, J.J.A., Kusters, V.J.J., Leemans, S.J.J., Willemse, T.A.C.: Formalising and analysing the control software of the compact muon solenoid experiment at the large hadron collider. Sci. Comput. Program. 78(12), 2435–2452 (2013). doi:10.1016/j.scico.2012.11.009
    • (2013) Sci. Comput. Program. , vol.78 , Issue.12 , pp. 2435-2452
    • Hwong, Y.1    Keiren, J.J.A.2    Kusters, V.J.J.3    Leemans, S.J.J.4    Willemse, T.A.C.5
  • 26
    • 0001880210 scopus 로고    scopus 로고
    • Kdd-cup 2000 organizers’ report: peeling the onion
    • Kohavi, R., Brodley, C.E., Frasca, B., Mason, L., Zheng, Z.: Kdd-cup 2000 organizers’ report: peeling the onion. SIGKDD Explor. 2(2), 86–98 (2000). doi:10.1145/380995.381033
    • (2000) SIGKDD Explor. , vol.2 , Issue.2 , pp. 86-98
    • Kohavi, R.1    Brodley, C.E.2    Frasca, B.3    Mason, L.4    Zheng, Z.5
  • 27
    • 84940957409 scopus 로고    scopus 로고
    • Querying process models by behavior inclusion
    • Kunze, M., Weidlich, M., Weske, M.: Querying process models by behavior inclusion. Softw. Syst. Model. 14(3), 1105–1125 (2015). doi:10.1007/s10270-013-0389-6
    • (2015) Softw. Syst. Model. , vol.14 , Issue.3 , pp. 1105-1125
    • Kunze, M.1    Weidlich, M.2    Weske, M.3
  • 28
    • 84904544542 scopus 로고    scopus 로고
    • Discovering block-structured process models from event logs containing infrequent behaviour
    • Leemans, S., Fahland, D., van der Aalst, W.: Discovering block-structured process models from event logs containing infrequent behaviour. In: Business Process Management Workshops, pp. 66–78 (2013)
    • (2013) Business Process Management Workshops , pp. 66-78
    • Leemans, S.1    Fahland, D.2    van der Aalst, W.3
  • 29
    • 84879641701 scopus 로고    scopus 로고
    • Discovering block-structured process models from event logs—A constructive approach
    • Leemans, S.J.J., Fahland, D., van der Aalst, W.M.P.: Discovering block-structured process models from event logs—A constructive approach. In: Petri Nets 2013, pp. 311–329 (2013). doi:10.1007/978-3-642-38697-8_17
    • (2013) In: Petri Nets , vol.2013 , pp. 311-329
    • Leemans, S.J.J.1    Fahland, D.2    van der Aalst, W.M.P.3
  • 30
    • 84904116908 scopus 로고    scopus 로고
    • Discovering block-structured process models from incomplete event logs
    • In
    • Leemans, S., Fahland, D., van der Aalst, W.: Discovering block-structured process models from incomplete event logs. In: Petri nets 2014, vol. 8489, pp. 91–110 (2014). doi:10.1007/978-3-319-07734-5_6
    • (2014) Petri nets 2014 , vol.8489 , pp. 91-110
    • Leemans, S.1    Fahland, D.2    van der Aalst, W.3
  • 31
    • 85046287096 scopus 로고    scopus 로고
    • Leemans, S., Fahland, D., van der Aalst, W.In: Business Process Management Workshops (2014, to appear)
    • Leemans, S., Fahland, D., van der Aalst, W.: Exploring processes and deviations. In: Business Process Management Workshops (2014, to appear)
    • Exploring processes and deviations
  • 32
    • 84937501150 scopus 로고    scopus 로고
    • Scalable process discovery with guarantees
    • Leemans, S.J.J., Fahland, D., van der Aalst, W.M.P.: Scalable process discovery with guarantees. In: BPMDS 2015, pp. 85–101 (2015). doi:10.1007/978-3-319-19237-6_6
    • (2015) In: BPMDS , vol.2015 , pp. 85-101
    • Leemans, S.J.J.1    Fahland, D.2    van der Aalst, W.M.P.3
  • 33
    • 84961635366 scopus 로고    scopus 로고
    • Process mining in software systems: discovering real-life business transactions and process models from distributed systems
    • In:, Lethbridge, T, Cabot, J, Egyed, A, (eds
    • Leemans, M., van der Aalst, W.: Process mining in software systems: discovering real-life business transactions and process models from distributed systems. In: Lethbridge T, Cabot J, Egyed A (eds.) ACM/IEEE International Conference on Model Driven Engineering Languages and Systems, pp. 44–53 (2015). http://dblp.uni-trier.de/rec/bibtex/conf/models/LeemansA15
    • (2015) ACM/IEEE International Conference on Model Driven Engineering Languages and Systems , pp. 44-53
    • Leemans, M.1    van der Aalst, W.2
  • 34
    • 84944704995 scopus 로고    scopus 로고
    • Efficient process model discovery using maximal pattern mining
    • In
    • Liesaputra, V., Yongchareon, S., Chaisiri, S.: Efficient process model discovery using maximal pattern mining. In: BPM 2015, pp. 441–456 (2015). doi:10.1007/978-3-319-23063-4_29
    • (2015) BPM 2015 , pp. 441-456
    • Liesaputra, V.1    Yongchareon, S.2    Chaisiri, S.3
  • 36
    • 85046281049 scopus 로고    scopus 로고
    • Label refinement for handling duplicated tasks in process discovery
    • In: submitted)
    • Lu, X., Fahland, D., van den Biggelaar, F.J., van der Aalst, W.M.: Label refinement for handling duplicated tasks in process discovery. In: BPM (2016, submitted)
    • (2016) BPM
    • Lu, X.1    Fahland, D.2    van den Biggelaar, F.J.3    van der Aalst, W.M.4
  • 38
    • 84904648663 scopus 로고    scopus 로고
    • Single-entry single-exit decomposed conformance checking
    • Munoz-Gama, J., Carmona, J., van der Aalst, W.M.P.: Single-entry single-exit decomposed conformance checking. Inf. Syst. 46, 102–122 (2014). doi:10.1016/j.is.2014.04.003
    • (2014) Inf. Syst. , vol.46 , pp. 102-122
    • Munoz-Gama, J.1    Carmona, J.2    van der Aalst, W.M.P.3
  • 39
    • 0024645936 scopus 로고
    • Petri nets: properties, analysis and applications
    • Murata, T.: Petri nets: properties, analysis and applications. Proc. IEEE 77(4), 541–580 (1989)
    • (1989) Proc. IEEE , vol.77 , Issue.4 , pp. 541-580
    • Murata, T.1
  • 40
    • 77952131540 scopus 로고    scopus 로고
    • Automatic generation of object usage specifications from large method traces
    • In: IEEE Computer Society
    • Pradel, M., Gross, T.R.: Automatic generation of object usage specifications from large method traces. In: ASE 2009, pp. 371–382. IEEE Computer Society (2009). doi:10.1109/ASE.2009.60
    • (2009) ASE 2009 , pp. 371-382
    • Pradel, M.1    Gross, T.R.2
  • 42
    • 84914673045 scopus 로고    scopus 로고
    • Scalable dynamic business process discovery with the constructs competition miner
    • Redlich, D., Molka, T., Gilani, W., Blair, G.S., Rashid, A.: Scalable dynamic business process discovery with the constructs competition miner. In: SIMPDA 2014. CEUR-WP, vol. 1293, pp. 91–107 (2014)
    • (2014) SIMPDA 2014. CEUR-WP , vol.1293 , pp. 91-107
    • Redlich, D.1    Molka, T.2    Gilani, W.3    Blair, G.S.4    Rashid, A.5
  • 43
    • 35748949584 scopus 로고    scopus 로고
    • Conformance checking of processes based on monitoring real behavior
    • Rozinat, A., van der Aalst, W.M.P.: Conformance checking of processes based on monitoring real behavior. Inf. Syst. 33(1), 64–95 (2008). doi:10.1016/j.is.2007.07.001
    • (2008) Inf. Syst. , vol.33 , Issue.1 , pp. 64-95
    • Rozinat, A.1    van der Aalst, W.M.P.2
  • 45
    • 84944711260 scopus 로고    scopus 로고
    • García-Ba nuelos, L., Rosa, M.L.: Log delta analysis: Interpretable differencing of business process event logs
    • van Beest, N.R.T.P., Dumas, M., García-Ba nuelos, L., Rosa, M.L.: Log delta analysis: Interpretable differencing of business process event logs. In: BPM 2015, pp. 386–405 (2015). doi:10.1007/978-3-319-23063-4_26
    • (2015) In: BPM , vol.2015 , pp. 386-405
    • van Beest, N.R.T.P.1    Dumas, M.2
  • 47
    • 84862503604 scopus 로고    scopus 로고
    • Decomposing process mining problems using passages
    • van der Aalst, W.M.P.: Decomposing process mining problems using passages. In: Petri Nets 2012, pp. 72–91 (2012). doi:10.1007/978-3-642-31131-4_5
    • (2012) In: Petri Nets , vol.2012 , pp. 72-91
    • van der Aalst, W.M.P.1
  • 48
    • 84906734871 scopus 로고    scopus 로고
    • Process cubes: slicing, dicing, rolling up and drilling down event data for process mining
    • van der Aalst, W.M.P.: Process cubes: slicing, dicing, rolling up and drilling down event data for process mining. AP-BPM 2013, 1–22 (2013). doi:10.1007/978-3-319-02922-1_1
    • (2013) AP-BPM , vol.2013 , pp. 1-22
    • van der Aalst, W.M.P.1
  • 49
    • 4544353101 scopus 로고    scopus 로고
    • Workflow mining: discovering process models from event logs
    • van der Aalst, W., Weijters, A., Maruster, L.: Workflow mining: discovering process models from event logs. IEEE Trans. Knowl. Data Eng. 16(9), 1128–1142 (2004). doi:10.1109/TKDE.2004.47
    • (2004) IEEE Trans. Knowl. Data Eng. , vol.16 , Issue.9 , pp. 1128-1142
    • van der Aalst, W.1    Weijters, A.2    Maruster, L.3
  • 52
    • 84883199783 scopus 로고    scopus 로고
    • Decomposing Petri nets for process mining: a generic approach
    • van der Aalst, W.M.P.: Decomposing Petri nets for process mining: a generic approach. Distrib. Parallel Databases 31(4), 471–507 (2013). doi:10.1007/s10619-013-7127-5
    • (2013) Distrib. Parallel Databases , vol.31 , Issue.4 , pp. 471-507
    • van der Aalst, W.M.P.1
  • 58
    • 0030143334 scopus 로고    scopus 로고
    • Branching time and abstraction in bisimulation semantics
    • van Glabbeek, R.J., Weijland, W.P.: Branching time and abstraction in bisimulation semantics. J. ACM 43(3), 555–600 (1996). doi:10.1145/233551.233556
    • (1996) J. ACM , vol.43 , Issue.3 , pp. 555-600
    • van Glabbeek, R.J.1    Weijland, W.P.2
  • 59
    • 38349014920 scopus 로고    scopus 로고
    • Faster and more focused control-flow analysis for business process models through SESE decomposition
    • In
    • Vanhatalo, J., Völzer, H., Leymann, F.: Faster and more focused control-flow analysis for business process models through SESE decomposition. In: ICSOC 2007, pp. 43–55 (2007). doi:10.1007/978-3-540-74974-5_4
    • (2007) ICSOC 2007 , pp. 43-55
    • Vanhatalo, J.1    Völzer, H.2    Leymann, F.3
  • 60
    • 84861093725 scopus 로고    scopus 로고
    • A multi-dimensional quality assessment of state-of-the-art process discovery algorithms using real-life event logs
    • Weerdt, J.D., Backer, M.D., Vanthienen, J., Baesens, B.: A multi-dimensional quality assessment of state-of-the-art process discovery algorithms using real-life event logs. Inf. Syst. 37(7), 654–676 (2012)
    • (2012) Inf. Syst. , vol.37 , Issue.7 , pp. 654-676
    • Weerdt, J.D.1    Backer, M.D.2    Vanthienen, J.3    Baesens, B.4
  • 61
    • 84862501192 scopus 로고    scopus 로고
    • On profiles and footprints—relational semantics for Petri nets
    • Weidlich, M., van der Werf, J.: On profiles and footprints—relational semantics for Petri nets. In: Petri Nets, pp. 148–167 (2012)
    • (2012) Petri Nets , pp. 148-167
    • Weidlich, M.1    van der Werf, J.2
  • 62
    • 84858062639 scopus 로고    scopus 로고
    • Causal behavioural profiles—efficient computation, applications, and evaluation
    • Weidlich, M., Polyvyanyy, A., Mendling, J., Weske, M.: Causal behavioural profiles—efficient computation, applications, and evaluation. Fundam. Inform. 113(3–4), 399–435 (2011)
    • (2011) Fundam. Inform. , vol.113 , Issue.3-4 , pp. 399-435
    • Weidlich, M.1    Polyvyanyy, A.2    Mendling, J.3    Weske, M.4
  • 64
    • 40549143268 scopus 로고    scopus 로고
    • Process Mining with the Heuristics Miner-Algorithm
    • Eindhoven University of Technology, Eindhoven
    • Weijters, A., van der Aalst, W., de Medeiros, A.: Process Mining with the Heuristics Miner-Algorithm. BETA working paper series 166, Eindhoven University of Technology, Eindhoven (2006)
    • (2006) BETA working paper series , vol.166
    • Weijters, A.1    van der Aalst, W.2    de Medeiros, A.3
  • 66
    • 84883435609 scopus 로고    scopus 로고
    • Mining process models with non-free-choice constructs
    • Wen, L., van der Aalst, W., Wang, J., Sun, J.: Mining process models with non-free-choice constructs. Data Min. Knowl. Discov. 15(2), 145–180 (2007)
    • (2007) Data Min. Knowl. Discov. , vol.15 , Issue.2 , pp. 145-180
    • Wen, L.1    van der Aalst, W.2    Wang, J.3    Sun, J.4
  • 67
    • 34247116992 scopus 로고    scopus 로고
    • Perracotta: mining temporal API rules from imperfect traces
    • Yang, J., Evans, D., Bhardwaj, D., Bhat, T., Das, M.: Perracotta: mining temporal API rules from imperfect traces. In: ICSE 2006, pp. 282–291 (2006). doi:10.1145/1134325
    • (2006) In: ICSE , vol.2006 , pp. 282-291
    • Yang, J.1    Evans, D.2    Bhardwaj, D.3    Bhat, T.4    Das, M.5
  • 68
    • 77953289233 scopus 로고    scopus 로고
    • A workflow net similarity measure based on transition adjacency relations
    • Zha, H., Wang, J., Wen, L., Wang, C., Sun, J.: A workflow net similarity measure based on transition adjacency relations. Comput. Ind. 61(5), 463–471 (2010). doi:10.1016/j.compind.2010.01.001
    • (2010) Comput. Ind. , vol.61 , Issue.5 , pp. 463-471
    • Zha, H.1    Wang, J.2    Wen, L.3    Wang, C.4    Sun, J.5


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