Balance Preferences with Performance in Group Role Assignment

Role assignment is a critical element in the role-based collaboration process. There are many factors to consider when decision makers undertake this task. Such factors include a decision maker’s preferences and the team’s performance. This paper proposes a series of methods, relative to these factors, to solve the group role assignment with balance problem through an association with the one clause at a time approach that is a well-accepted and logic-based association rule mining method. The proposed methods are verified by simulation experiments. The experimental results present the practicability of the proposed solutions. Using the proposed methods, decision makers need only to establish coarse-grain preferences. The fine-grain preferences can be mined. Furthermore, a balance is obtained between the fine-grain preferences and the team’s performance.

[1]  Maarten Sierhuis,et al.  Adjustable Autonomy and Human-Agent Teamwork in Practice: An Interim Report on Space Applications , 2003 .

[2]  MengChu Zhou,et al.  Group Role Assignment via a Kuhn–Munkres Algorithm-Based Solution , 2012, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[3]  Gwo-Hshiung Tzeng,et al.  Multi-criteria task assignment in workflow management systems , 2003, 36th Annual Hawaii International Conference on System Sciences, 2003. Proceedings of the.

[4]  J. Munkres ALGORITHMS FOR THE ASSIGNMENT AND TRANSIORTATION tROBLEMS* , 1957 .

[5]  H. Kuhn The Hungarian method for the assignment problem , 1955 .

[6]  Kwang Mong Sim,et al.  A Price- and-Time-Slot-Negotiation Mechanism for Cloud Service Reservations , 2012, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[7]  Mithat Zeydan,et al.  A combined methodology for supplier selection and performance evaluation , 2011, Expert Syst. Appl..

[8]  Steven E. Salterio Barriers to Knowledge Creation in Management Accounting Research , 2015 .

[9]  Kenneth L. Kraemer,et al.  Review: Information Technology and Organizational Performance: An Integrative Model of IT Business Value , 2004, MIS Q..

[10]  Yu Zhang Simulating Human Social Behaviors , 2015 .

[11]  Anantha Chandrakasan,et al.  Bounding the lifetime of sensor networks via optimal role assignments , 2002, Proceedings.Twenty-First Annual Joint Conference of the IEEE Computer and Communications Societies.

[12]  MengChu Zhou,et al.  Efficient Role Transfer Based on Kuhn–Munkres Algorithm , 2012, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[13]  Weiming Shen,et al.  Agent-based distributed manufacturing process planning and scheduling: a state-of-the-art survey , 2006, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[14]  MengChu Zhou,et al.  M-M Role-Transfer Problems and Their Solutions , 2009, IEEE Trans. Syst. Man Cybern. Part A.

[15]  Haibin Zhu,et al.  Solving the Many to Many assignment problem by improving the Kuhn-Munkres algorithm with backtracking , 2016, Theor. Comput. Sci..

[16]  Jean Bacon,et al.  A model of OASIS role-based access control and its support for active security , 2002, ACM Trans. Inf. Syst. Secur..

[17]  Cristina Olaverri-Monreal,et al.  Impact of In-Vehicle Displays Location Preferences on Drivers' Performance and Gaze , 2014, IEEE Transactions on Intelligent Transportation Systems.

[18]  Daqing Zhang,et al.  Modeling User Activity Preference by Leveraging User Spatial Temporal Characteristics in LBSNs , 2015, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[19]  MengChu Zhou,et al.  Roles in Information Systems: A Survey , 2008, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[20]  Haibin Zhu,et al.  Avoiding Conflicts by Group Role Assignment , 2016, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[21]  K. Scherer What are emotions? And how can they be measured? , 2005 .

[22]  Keith W. Hipel,et al.  Modeling Fuzzy and Interval Fuzzy Preferences Within a Graph Model Framework , 2016, IEEE Transactions on Fuzzy Systems.

[23]  Haopeng Zhang,et al.  Optimal Balanced Coordinated Network Resource Allocation Using Swarm Optimization , 2015, IEEE Trans. Syst. Man Cybern. Syst..

[24]  Timothy G. Trucano,et al.  Statistical Validation of Engineering and Scientific Models: Background , 1999 .

[25]  Giancarlo Fortino,et al.  Engineering Multi-Agent Systems through Statecharts-Based JADE Agents and Tools , 2012, Trans. Comput. Collect. Intell..

[26]  Haibin Zhu,et al.  Group role assignment , 2009, 2009 International Symposium on Collaborative Technologies and Systems.

[27]  Ramaswamy Chandramouli,et al.  The Queen's Guard: A Secure Enforcement of Fine-grained Access Control In Distributed Data Analytics Platforms , 2001, ACM Trans. Inf. Syst. Secur..

[28]  Qingfu Zhang,et al.  Interrelationship-Based Selection for Decomposition Multiobjective Optimization , 2015, IEEE Transactions on Cybernetics.

[29]  Edmund H. Durfee,et al.  Using hybrid scheduling for the semi-autonomous formation of expert teams , 2014, Future Gener. Comput. Syst..

[30]  Frank Dignum,et al.  Role-assignment in open agent societies , 2003, AAMAS '03.

[31]  Paul Slovic,et al.  The Construction of Preference: References , 2006 .

[32]  Jacques Ferber,et al.  From Agents to Organizations: An Organizational View of Multi-agent Systems , 2003, AOSE.

[33]  Yi Xiong,et al.  Learning Conditional Preference Networks from Inconsistent Examples , 2014, IEEE Transactions on Knowledge and Data Engineering.

[34]  Keith W. Hipel,et al.  Scenario generation and reduction in the decision support system GMCR II , 1997, 1997 IEEE International Conference on Systems, Man, and Cybernetics. Computational Cybernetics and Simulation.

[35]  Kuanhao Zheng,et al.  Designing and Implementing a Human–Robot Team for Social Interactions , 2013, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[36]  Xiaodong Li,et al.  A new performance metric for user-preference based multi-objective evolutionary algorithms , 2013, 2013 IEEE Congress on Evolutionary Computation.

[37]  MengChu Zhou,et al.  Role-based collaboration and its kernel mechanisms , 2006, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[38]  Zeshui Xu,et al.  Deviation Square Priority Method for Distinct Preference Structures Based on Generalized Multiplicative Consistency , 2015, IEEE Transactions on Fuzzy Systems.