Publications
Detailed Information
Real-time business process monitoring using formal concept analysis
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Kang, Bokyoung | - |
dc.contributor.author | Jung, Jae-Yoon | - |
dc.contributor.author | Cho, Nam Wook | - |
dc.contributor.author | Kang, Suk Ho | - |
dc.date.accessioned | 2011-12-01T01:46:29Z | - |
dc.date.available | 2011-12-01T01:46:29Z | - |
dc.date.issued | 2011 | - |
dc.identifier.citation | INDUSTRIAL MANAGEMENT & DATA SYSTEMS; Vol.111 5-6; 652-674 | - |
dc.identifier.issn | 0263-5577 | - |
dc.identifier.uri | https://hdl.handle.net/10371/74936 | - |
dc.description.abstract | Purpose - The purpose of this paper is to help industrial managers monitor and analyze critical performance indicators in real time during the execution of business processes by proposing a visualization technique using an extended formal concept analysis (FCA). The proposed approach monitors the current progress of ongoing processes and periodically predicts their probable routes and performances. Design/methodology/approach - FCA is utilized to analyze relations among patterns of events in historical process logs, and this method of data analysis visualizes the relations in a concept lattice. To apply FCA to real-time business process monitoring, the authors extended the conventional concept lattice into a reachability lattice, which enables managers to recognize reachable patterns of events in specific instances of business processes. Findings - By using a reachability lattice, expected values of a target key performance indicator are predicted and traced along with probable outcomes. Analysis is conducted periodically as the monitoring time elapses over the course of business processes. Practical implications - The proposed approach focuses on the visualization of probable event occurrences on the basis of historical data. Such visualization can be utilized by industrial managers to evaluate the status of any given instance during business processes and to easily predict possible subsequent states for purposes of effective and efficient decision making. The proposed method was developed in a prototype system for proof of concept and has been illustrated using a simplified real-world example of a business process in a telecommunications company. Originality/value - The main contribution of this paper lies in the development of a real-time monitoring approach of ongoing processes. The authors have provided a new data structure, namely a reachability lattice, which visualizes real-time progress of ongoing business processes. As a result, current and probable next states can be predicted graphically using periodically conducted analysis during the processes. | - |
dc.language.iso | en | - |
dc.publisher | EMERALD GROUP PUBLISHING LIMITED | - |
dc.subject | Process management | - |
dc.subject | Data analysis | - |
dc.subject | System monitoring | - |
dc.title | Real-time business process monitoring using formal concept analysis | - |
dc.type | Article | - |
dc.contributor.AlternativeAuthor | 강보경 | - |
dc.contributor.AlternativeAuthor | 정재윤 | - |
dc.contributor.AlternativeAuthor | 조남욱 | - |
dc.contributor.AlternativeAuthor | 강석호 | - |
dc.identifier.doi | 10.1108/02635571111137241 | - |
dc.citation.journaltitle | INDUSTRIAL MANAGEMENT & DATA SYSTEMS | - |
dc.description.citedreference | Arevalo G, 2010, INFORM SOFTWARE TECH, V52, P1167, DOI 10.1016/j.infsof.2010.05.010 | - |
dc.description.citedreference | Cicirelli F, 2010, J SYST SOFTWARE, V83, P1148, DOI 10.1016/j.jss.2010.01.003 | - |
dc.description.citedreference | Hsieh TC, 2010, EXPERT SYST APPL, V37, P4156, DOI 10.1016/j.eswa.2009.11.007 | - |
dc.description.citedreference | Solesvik MZ, 2010, IND MANAGE DATA SYST, V110, P701, DOI 10.1108/02635571011044731 | - |
dc.description.citedreference | Kang B, 2009, INT J INNOV COMPUT I, V5, P3647 | - |
dc.description.citedreference | Beydoun G, 2009, EXPERT SYST APPL, V36, P10952, DOI 10.1016/j.eswa.2009.02.023 | - |
dc.description.citedreference | Lam CY, 2009, EXPERT SYST APPL, V36, P6986, DOI 10.1016/j.eswa.2008.08.027 | - |
dc.description.citedreference | Du YY, 2009, INFORM SCIENCES, V179, P995, DOI 10.1016/j.ins.2008.11.025 | - |
dc.description.citedreference | KANG B, 2009, P 2009 INT C COMP, P237, DOI 10.1109/ICCSA.2009.15 | - |
dc.description.citedreference | Curtis B, 2008, IEEE SOFTWARE, V25, P24 | - |
dc.description.citedreference | Julia S, 2008, SIMUL MODEL PRACT TH, V16, P462, DOI 10.1016/j.simpat.2008.01.006 | - |
dc.description.citedreference | Ho GTS, 2008, IND MANAGE DATA SYST, V108, P947, DOI 10.1108/02635570810898017 | - |
dc.description.citedreference | Mendling J, 2008, DATA KNOWL ENG, V64, P312, DOI 10.1016/j.datak.2007.06.019 | - |
dc.description.citedreference | *OMG, 2008, FORMAL20080107 OMG | - |
dc.description.citedreference | Widodo A, 2007, MECH SYST SIGNAL PR, V21, P2560, DOI 10.1016/j.ymssp.2006.12.007 | - |
dc.description.citedreference | van der Aalst WMP, 2007, INFORM SYST, V32, P713, DOI 10.1016/j.is.2006.05.003 | - |
dc.description.citedreference | DEMEDEIROS AKA, 2007, LECT NOTES COMPUT SC, V4806, P1244 | - |
dc.description.citedreference | Peddabachigari S, 2007, J NETW COMPUT APPL, V30, P114, DOI 10.1016/j.jnca.2005.06.003 | - |
dc.description.citedreference | Abad-Grau MM, 2006, IND MANAGE DATA SYST, V106, P460, DOI 10.1108/02635570610661570 | - |
dc.description.citedreference | Bose R, 2006, IND MANAGE DATA SYST, V106, P43, DOI 10.1108/02635570610640988 | - |
dc.description.citedreference | BOUCHERRYAN P, 2006, KNOWL-BASED SYST, V19, P309 | - |
dc.description.citedreference | Ha BH, 2006, DATA KNOWL ENG, V56, P64, DOI 10.1016/j..datak.2005.02.007 | - |
dc.description.citedreference | LUNDBERG A, 2006, BUSINESS INTELLIGENC, V11, P55 | - |
dc.description.citedreference | Priss U, 2006, ANNU REV INFORM SCI, V40, P521 | - |
dc.description.citedreference | Wang D, 2005, J PROCESS CONTR, V15, P869, DOI 10.1016/j.jprocont.2005.04.001 | - |
dc.description.citedreference | Cimiano P, 2005, J ARTIF INTELL RES, V24, P305 | - |
dc.description.citedreference | DUMAS M, 2005, PROCESS AWARE INFORM | - |
dc.description.citedreference | Grigori D, 2004, COMPUT IND, V53, P321, DOI 10.1016/j.compind.2003.10.007 | - |
dc.description.citedreference | CARPINETO C, 2004, CONCEPT DATA ANAL TH | - |
dc.description.citedreference | WORMUTH B, 2004, 2 INT C FORM CONC AN | - |
dc.description.citedreference | Jiang GQ, 2003, INT J MED INFORM, V71, P71, DOI 10.1016/S1386-5056(03)00092-3 | - |
dc.description.citedreference | ZHOU Y, 2003, P IEEE INT C SYST MA, V5, P4079 | - |
dc.description.citedreference | BUYTENDIJK F, 2002, AV154650 GARTN INC | - |
dc.description.citedreference | VANDERAALST W, 2004, WORKFLOW MANAGEMENT | - |
dc.description.citedreference | HERNANDEZ C, 2002, DAT MAINT REENG WORK | - |
dc.description.citedreference | LUCKHAM DC, 2002, POWER EVENTS | - |
dc.description.citedreference | Diaz-Agudo B, 2001, KNOWL-BASED SYST, V14, P163 | - |
dc.description.citedreference | GRIGORI D, 2001, P 27 INT C VER LARG, P159 | - |
dc.description.citedreference | Park Y, 2000, J SYST SOFTWARE, V54, P179 | - |
dc.description.citedreference | Beckett AJ, 2000, IND MANAGE DATA SYST, V100, P330 | - |
dc.description.citedreference | GANTER B, 1999, FORMAL CONCEPT ANAL | - |
dc.description.citedreference | KEUNG P, 1997, BUSINESS PROCESS MAN, V3, P17 | - |
dc.description.citedreference | HAMMER M, 1994, REENGINEERING CORPOR | - |
dc.description.citedreference | WILLE R, 1982, ORDERED SETS, P445 | - |
dc.description.tc | 0 | - |
dc.identifier.wosid | 000294378200001 | - |
- Appears in Collections:
- Files in This Item:
- There are no files associated with this item.
Item View & Download Count
Items in S-Space are protected by copyright, with all rights reserved, unless otherwise indicated.