Real-time business process monitoring using formal concept analysis

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 conduct...

[1]  Franco Cicirelli,et al.  A service-based architecture for dynamically reconfigurable workflows , 2010, J. Syst. Softw..

[2]  Guoqian Jiang,et al.  Context-based ontology building support in clinical domains using formal concept analysis , 2003, Int. J. Medical Informatics.

[3]  Bokyoung Kang,et al.  REAL-TIME RISK MEASUREMENT FOR BUSINESS ACTIVITY MONITORING (BAM) , 2009 .

[4]  Ute Beyer,et al.  Process-Aware Information Systems: Bridging People and Software Through Process Technology , 2005 .

[5]  Ghassan Beydoun,et al.  Formal concept analysis for an e-learning semantic web , 2009, Expert Syst. Appl..

[6]  Yonghua Zhou,et al.  Project-oriented business process performance optimization , 2003, SMC'03 Conference Proceedings. 2003 IEEE International Conference on Systems, Man and Cybernetics. Conference Theme - System Security and Assurance (Cat. No.03CH37483).

[7]  Steffen Staab,et al.  Learning Concept Hierarchies from Text Corpora using Formal Concept Analysis , 2005, J. Artif. Intell. Res..

[8]  Bo-Suk Yang,et al.  Support vector machine in machine condition monitoring and fault diagnosis , 2007 .

[9]  Ranjit Bose Understanding management data systems for enterprise performance management , 2006, Ind. Manag. Data Syst..

[10]  John Domingue,et al.  An Outlook on Semantic Business Process Mining and Monitoring , 2007, OTM Workshops.

[11]  Stephen A. White,et al.  Business Process Modeling Notation (BPMN), Version 1.0 , 2004 .

[12]  Stéphane Julia,et al.  Real time scheduling of Workflow Management Systems based on a p-time Petri net model with hybrid resources , 2008, Simul. Model. Pract. Theory.

[13]  Sylvia B. Encheva,et al.  Partner Selection for Interfirm Collaboration in Ship Design , 2010, Ind. Manag. Data Syst..

[14]  Byung-Hyun Ha,et al.  Development of process execution rules for workload balancing on agents , 2006, Data Knowl. Eng..

[15]  Bernhard Ganter,et al.  Formal Concept Analysis , 2013 .

[16]  Jose A. Romagnoli,et al.  Robust multi-scale principal components analysis with applications to process monitoring , 2005 .

[17]  Boudewijn F. van Dongen,et al.  Business process mining: An industrial application , 2007, Inf. Syst..

[18]  Alan J. Beckett,et al.  Implementing an industrial continuous improvement system: a knowledge management case study , 2000 .

[19]  Henry C. W. Lau,et al.  A business process activity model and performance measurement using a time series ARIMA intervention analysis , 2009, Expert Syst. Appl..

[20]  Young Park,et al.  Software retrieval by samples using concept analysis , 2000, J. Syst. Softw..

[21]  Derek G. Bridge,et al.  Collaborative Recommending using Formal Concept Analysis , 2006, Knowl. Based Syst..

[22]  Enid Mumford,et al.  Reengineering the Corporation: A Manifesto for Business Revolution , 1995 .

[23]  Bokyoung Kang,et al.  Periodic Performance Prediction for Real-time Business Process Monitoring , 2012, Ind. Manag. Data Syst..

[24]  Jan Mendling,et al.  Detection and prediction of errors in EPCs of the SAP reference model , 2008, Data Knowl. Eng..

[25]  Peter Kawalek,et al.  Goal-based business process models: creation and evaluation , 1997, Bus. Process. Manag. J..

[26]  Bill Curtis,et al.  The Case for Quantitative Process Management , 2008, IEEE Software.

[27]  Bokyoung Kang,et al.  Real-time Process Quality Control for Business Activity Monitoring , 2009, 2009 International Conference on Computational Science and Its Applications.

[28]  Rudolf Wille,et al.  Introduction to formal concept analysis , 1996 .

[29]  Tzone-I Wang,et al.  A mining-based approach on discovering courses pattern for constructing suitable learning path , 2010, Expert Syst. Appl..

[30]  Changjun Jiang,et al.  Modeling and monitoring of E-commerce workflows , 2009, Inf. Sci..

[31]  Oscar Nierstrasz,et al.  Generating a catalog of unanticipated schemas in class hierarchies using Formal Concept Analysis , 2010, Inf. Softw. Technol..

[32]  Bernhard Ganter,et al.  Formal Concept Analysis: Mathematical Foundations , 1998 .

[33]  Rudolf Wille,et al.  Restructuring Lattice Theory: An Approach Based on Hierarchies of Concepts , 2009, ICFCA.

[34]  Fabio Casati,et al.  Improving Business Process Quality through Exception Understanding, Prediction, and Prevention , 2001, VLDB.

[35]  Claudio Carpineto,et al.  Concept data analysis - theory and applications , 2004 .

[36]  Uta Priss,et al.  Formal concept analysis in information science , 2006, Annu. Rev. Inf. Sci. Technol..

[37]  Ajith Abraham,et al.  Modeling intrusion detection system using hybrid intelligent systems , 2007, J. Netw. Comput. Appl..

[38]  Sai Ho Chung,et al.  Fuzzy rule sets for enhancing performance in a supply chain network , 2008, Ind. Manag. Data Syst..

[39]  María M. Abad-Grau,et al.  Operations strategy and flexibility: modeling with Bayesian classifiers , 2006, Ind. Manag. Data Syst..

[40]  Pedro A. González-Calero,et al.  Formal concept analysis as a support technique for CBR , 2001, Knowl. Based Syst..

[41]  Miguel A. Laguna,et al.  Formal Concept Analysis support for Conceptual Abstraction in Database Reengineering , 2002 .

[42]  Fabio Casati,et al.  Business Process Intelligence , 2018, Encyclopedia of Social Network Analysis and Mining. 2nd Ed..

[43]  Kees M. van Hee,et al.  Workflow Management: Models, Methods, and Systems , 2002, Cooperative information systems.

[44]  Peter Fettke,et al.  Business Process Modeling Notation , 2008, Wirtschaftsinf..