Best-matching with interdependent preferences-implications for capacitated cluster formation and evolution

作者: Mohsen Moghaddam , Shimon Y. Nof

DOI: 10.1016/J.DSS.2015.08.005

关键词:

摘要: Generalized best-matching refers to matching the elements of two or more sets, on a many-to-one many-to-many basis, with respect their mutual preferences and capacity requirements/limits. problem (BMP) has variety applications in areas such as team network design, scheduling, transportation, routing, production planning, facility location, allocation, logistics. The is indeed analogous capacitated clustering problem, where set individuals are partitioned into disjoint clusters certain capacities. This work defines, formulates, analyzes an important behavior associated generalized BMP: influence same each other's preferences, if matched element other set. Such referred interdependent (IP). A binary program developed formulate provide basis for analyzing impact IP decisions from perspectives: Optimal cluster formation (fixed sets) evolution (emergent sets). evolutionary algorithms then handle complexity enable autonomously adapt random changes, recover, evolve. Results several experiments indicate (a) significant optimality decisions, (b) efficiency handling problem's complexity, emergent matching. notion introduced best problem.The (BMP-IP) problem.A novel quadratic programming formulation BMP-IP.Efficient heuristics clusters.Results show impacts static dynamic BMP.

参考文章(47)
Andrzej Romanowski, Pawel Wozniak, Tomasz Jaworski, Pawel Fiderek, Jacek Kucharski, Modelling interpersonal relations in surgical teams with fuzzy logic mexican international conference on artificial intelligence. pp. 469- 479 ,(2012) , 10.1007/978-3-642-37807-2_40
Ibrahim H Osman, Nicos Christofides, Capacitated clustering problems by hybrid simulated annealing and tabu search International Transactions in Operational Research. ,vol. 1, pp. 317- 336 ,(1994) , 10.1016/0969-6016(94)90032-9
V. Maniezzo, A. Colorni, The ant system applied to the quadratic assignment problem IEEE Transactions on Knowledge and Data Engineering. ,vol. 11, pp. 769- 778 ,(1999) , 10.1109/69.806935
Alvin Roth, Deferred acceptance algorithms: history, theory, practice, and open questions International Journal of Game Theory. ,vol. 36, pp. 537- 569 ,(2008) , 10.3386/W13225
H. W. Kuhn, The Hungarian method for the assignment problem Naval Research Logistics Quarterly. ,vol. 2, pp. 83- 97 ,(1955) , 10.1002/NAV.3800020109
Silvano Martello, Rainer Burkard, Mauro Dell'Amico, Assignment problems ,(2008)
8. Quadratic Assignment Problems: Algorithms Society for Industrial and Applied Mathematics. pp. 249- 280 ,(2009) , 10.1137/1.9780898717754.CH8
Christopher Avery, Christine Jolls, Richard A. Posner, Alvin E. Roth, The Market for Federal Judicial Law Clerks The University of Chicago Law Review. ,vol. 68, pp. 793- ,(2001) , 10.2307/1600403