{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,24]],"date-time":"2026-04-24T02:44:49Z","timestamp":1776998689877,"version":"3.51.4"},"publisher-location":"New York, NY, USA","reference-count":31,"publisher":"ACM","license":[{"start":{"date-parts":[[2011,7,12]],"date-time":"2011-07-12T00:00:00Z","timestamp":1310428800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2011,7,12]]},"DOI":"10.1145\/2001576.2001583","type":"proceedings-article","created":{"date-parts":[[2011,7,15]],"date-time":"2011-07-15T12:25:09Z","timestamp":1310732709000},"page":"37-44","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":19,"title":["An investigation into the merger of stochastic diffusion search and particle swarm optimisation"],"prefix":"10.1145","author":[{"given":"Mohammad Majid","family":"al-Rifaie","sequence":"first","affiliation":[{"name":"Goldsmiths College, University of London, London, United Kingdom"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mark John","family":"Bishop","sequence":"additional","affiliation":[{"name":"Goldsmiths College, University of London, London, United Kingdom"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tim","family":"Blackwell","sequence":"additional","affiliation":[{"name":"Goldsmiths College, University of London, London, United Kingdom"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2011,7,12]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"AISB Quarterly","author":"Rifaie M. M.","year":"2010","unstructured":"M. M. al- Rifaie and M. Bishop . The mining game: a brief introduction to the stochastic diffusion search metaheuristic . AISB Quarterly , 2010 . M. M. al-Rifaie and M. Bishop. The mining game: a brief introduction to the stochastic diffusion search metaheuristic. AISB Quarterly, 2010."},{"key":"e_1_3_2_1_2_1","first-page":"23","volume-title":"AISB 2011: Computing and Philosophy","author":"Rifaie M. M.","year":"2011","unstructured":"M. M. al- Rifaie , M. Bishop , and A. Aber . Creative or not? birds and ants draw with muscles . In AISB 2011: Computing and Philosophy , pages 23 -- 30 , University of York, York, U.K. , 2011 . ISBN: 978--1--908187-03--1. M. M. al-Rifaie, M. Bishop, and A. Aber. Creative or not? birds and ants draw with muscles. In AISB 2011: Computing and Philosophy, pages 23--30, University of York, York, U.K., 2011. ISBN: 978--1--908187-03--1."},{"key":"e_1_3_2_1_3_1","first-page":"104","volume-title":"PG '02: Proceedings of the 10th Pacific Conference on Computer Graphics and Applications","author":"Bayazit O. B.","year":"2002","unstructured":"O. B. Bayazit , J.-M. Lien , and N. M. Amato . Roadmap-based flocking for complex environments . In PG '02: Proceedings of the 10th Pacific Conference on Computer Graphics and Applications , page 104 , Washington, DC, USA , 2002 . IEEE Computer Society. O. B. Bayazit, J.-M. Lien, and N. M. Amato. Roadmap-based flocking for complex environments. In PG '02: Proceedings of the 10th Pacific Conference on Computer Graphics and Applications, page 104, Washington, DC, USA, 2002. IEEE Computer Society."},{"key":"e_1_3_2_1_4_1","volume-title":"UK, 1989. Proc. 1st IEE Conf. on Artificial Neural Networks.","author":"Bishop J.","unstructured":"J. Bishop . Stochastic searching networks. pages 329--331, London , UK, 1989. Proc. 1st IEE Conf. on Artificial Neural Networks. J. Bishop. Stochastic searching networks. pages 329--331, London, UK, 1989. Proc. 1st IEE Conf. on Artificial Neural Networks."},{"key":"e_1_3_2_1_5_1","volume-title":"Genetic and Evolutionary Computation Conference","author":"Branke J.","year":"2001","unstructured":"J. Branke , C. Schmidt , and H. Schmeck . Efficient fitness estimation in noisy environments . In Spector, L., ed.: Genetic and Evolutionary Computation Conference , Morgan Kaufmann , 2001 . J. Branke, C. Schmidt, and H. Schmeck. Efficient fitness estimation in noisy environments. In Spector, L., ed.: Genetic and Evolutionary Computation Conference, Morgan Kaufmann, 2001."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/SIS.2007.368035"},{"key":"e_1_3_2_1_8_1","volume-title":"Stochastic diffusion: Using recruitment for search. Evolvability and interaction: evolutionary substrates of communication, signalling, and perception in the dynamics of social complexity","author":"de Meyer K.","year":"2003","unstructured":"K. de Meyer , J. M. Bishop , and S. J. Nasuto . Stochastic diffusion: Using recruitment for search. Evolvability and interaction: evolutionary substrates of communication, signalling, and perception in the dynamics of social complexity (ed. P. McOwan, K. Dautenhahn & CL Nehaniv) Technical Report , 393:60--65, 2003 . K. de Meyer, J. M. Bishop, and S. J. Nasuto. Stochastic diffusion: Using recruitment for search. Evolvability and interaction: evolutionary substrates of communication, signalling, and perception in the dynamics of social complexity (ed. P. McOwan, K. Dautenhahn & CL Nehaniv) Technical Report, 393:60--65, 2003."},{"key":"e_1_3_2_1_9_1","first-page":"403","article-title":"An experimental study of benchmarking functions for evolutionary algorithms","volume":"79","author":"Digalakis J.","year":"2002","unstructured":"J. Digalakis and K. Margaritis . An experimental study of benchmarking functions for evolutionary algorithms . International Journal , 79 : 403 -- 416 , 2002 . J. Digalakis and K. Margaritis. An experimental study of benchmarking functions for evolutionary algorithms. International Journal, 79:403--416, 2002.","journal-title":"International Journal"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1109\/MHS.1995.494215"},{"key":"e_1_3_2_1_11_1","first-page":"708","volume-title":"Proc. Int. Conf. on Artificial Intelligence'01","author":"el Beltagy M. A.","year":"2001","unstructured":"M. A. el Beltagy and A. J. Keane . Evolutionary optimization for computationally expensive problems using gaussian processes . In Proc. Int. Conf. on Artificial Intelligence'01 , pages 708 -- 714 . CSREA Press , 2001 . M. A. el Beltagy and A. J. Keane. Evolutionary optimization for computationally expensive problems using gaussian processes. In Proc. Int. Conf. on Artificial Intelligence'01, pages 708--714. CSREA Press, 2001."},{"key":"e_1_3_2_1_12_1","volume-title":"Fundamentals of Computational Swarm Intelligence","author":"Engelbrecht A. P.","year":"2006","unstructured":"A. P. Engelbrecht . Fundamentals of Computational Swarm Intelligence . Wiley , 2006 . A. P. Engelbrecht. Fundamentals of Computational Swarm Intelligence. Wiley, 2006."},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.5555\/1191831.1192689"},{"key":"e_1_3_2_1_14_1","first-page":"419","volume-title":"Evolutionary Programming V: Proc. of the Fifth Annual Conference on Evolutionary Programming","author":"Gehlhaar D.","year":"1996","unstructured":"D. Gehlhaar and D. Fogel . Tuning evolutionary programming for conformationally flexible molecular docking . In Evolutionary Programming V: Proc. of the Fifth Annual Conference on Evolutionary Programming , pages 419 -- 429 , 1996 . D. Gehlhaar and D. Fogel. Tuning evolutionary programming for conformationally flexible molecular docking. In Evolutionary Programming V: Proc. of the Fifth Annual Conference on Evolutionary Programming, pages 419--429, 1996."},{"key":"e_1_3_2_1_15_1","volume-title":"Genetic Algorithms in Search, Optimization and Machine Learning","author":"Goldberg D. E.","year":"1989","unstructured":"D. E. Goldberg . Genetic Algorithms in Search, Optimization and Machine Learning . Addison-Wesley Longman Publishing Co., Inc. Boston, MA, USA , 1989 . D. E. Goldberg. Genetic Algorithms in Search, Optimization and Machine Learning. Addison-Wesley Longman Publishing Co., Inc. Boston, MA, USA, 1989."},{"key":"e_1_3_2_1_16_1","volume-title":"A stochastic nonlinear model for coordinated bird flocks","author":"Heppner F.","year":"1990","unstructured":"F. Heppner and U. Grenander . A stochastic nonlinear model for coordinated bird flocks . American Association for the Advancement of Science, Washington, DC(USA)., 1990 . F. Heppner and U. Grenander. A stochastic nonlinear model for coordinated bird flocks. American Association for the Advancement of Science, Washington, DC(USA)., 1990."},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1006\/anbe.1997.0688"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1109\/MCI.2009.933099"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00500-003-0328-5"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1007\/BF00941892"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICNN.1995.488968"},{"key":"e_1_3_2_1_23_1","volume-title":"Swarm intelligence","author":"Kennedy J. F.","year":"2001","unstructured":"J. F. Kennedy , R. C. Eberhart , and Y. Shi . Swarm intelligence . Morgan Kaufmann Publishers , San Francisco ; London, 2001 . J. F. Kennedy, R. C. Eberhart, and Y. Shi. Swarm intelligence. Morgan Kaufmann Publishers, San Francisco ; London, 2001."},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1049\/el:20040096"},{"key":"e_1_3_2_1_27_1","volume-title":"Convergence analysis of stochastic diffusion search. Parallel Algorithms and Applications, 14(2)","author":"Nasuto S. J.","year":"1999","unstructured":"S. J. Nasuto and J. M. Bishop . Convergence analysis of stochastic diffusion search. Parallel Algorithms and Applications, 14(2) , 1999 . S. J. Nasuto and J. M. Bishop. Convergence analysis of stochastic diffusion search. Parallel Algorithms and Applications, 14(2), 1999."},{"key":"e_1_3_2_1_28_1","volume-title":"NC98","author":"Nasuto S. J.","year":"1998","unstructured":"S. J. Nasuto , J. M. Bishop , and S. Lauria . Time complexity of stochastic diffusion search. Neural Computation , NC98 , 1998 . S. J. Nasuto, J. M. Bishop, and S. Lauria. Time complexity of stochastic diffusion search. Neural Computation, NC98, 1998."},{"key":"e_1_3_2_1_29_1","volume-title":"Steady state resource allocation analysis of the stochastic diffusion search. cs.AI\/0202007","author":"Nasuto S. J.","year":"2002","unstructured":"S. J. Nasuto and M. J. Bishop . Steady state resource allocation analysis of the stochastic diffusion search. cs.AI\/0202007 , 2002 . S. J. Nasuto and M. J. Bishop. Steady state resource allocation analysis of the stochastic diffusion search. cs.AI\/0202007, 2002."},{"issue":"4","key":"e_1_3_2_1_30_1","article-title":"Hybrid PSO and GA for global maximization","volume":"2","author":"Premalatha K.","year":"2009","unstructured":"K. Premalatha and A. M. Natarajan . Hybrid PSO and GA for global maximization . Int. J. Open Problems Compt. Math , 2 ( 4 ), 2009 . K. Premalatha and A. M. Natarajan. Hybrid PSO and GA for global maximization. Int. J. Open Problems Compt. Math, 2(4), 2009.","journal-title":"Int. J. Open Problems Compt. Math"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1145\/37402.37406"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"crossref","first-page":"2393","DOI":"10.1109\/CEC.2003.1299387","volume-title":"The 2003 Congress on Evolutionary Computation, 2003. CEC'03.","volume":"4","author":"Shi X. H.","year":"2004","unstructured":"X. H. Shi , Y. H. Lu , C. G. Zhou , H. P. Lee , W. Z. Lin , and Y. C. Liang . Hybrid evolutionary algorithms based on PSO and GA . In The 2003 Congress on Evolutionary Computation, 2003. CEC'03. , volume 4 , pages 2393 -- 2399 , 2004 . X. H. Shi, Y. H. Lu, C. G. Zhou, H. P. Lee, W. Z. Lin, and Y. C. Liang. Hybrid evolutionary algorithms based on PSO and GA. In The 2003 Congress on Evolutionary Computation, 2003. CEC'03., volume 4, pages 2393--2399, 2004."},{"key":"e_1_3_2_1_33_1","first-page":"591","volume-title":"Parameter selection in particle swarm optimization. Lecture notes in computer science","author":"Shi Y.","year":"1998","unstructured":"Y. Shi and R. C. Eberhart . Parameter selection in particle swarm optimization. Lecture notes in computer science , pages 591 -- 600 , 1998 . Y. Shi and R. C. Eberhart. Parameter selection in particle swarm optimization. Lecture notes in computer science, pages 591--600, 1998."},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1145\/508791.508902"},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.1016\/0004-3702(95)00124-7"}],"event":{"name":"GECCO '11: Genetic and Evolutionary Computation Conference","location":"Dublin Ireland","acronym":"GECCO '11","sponsor":["SIGEVO ACM Special Interest Group on Genetic and Evolutionary Computation"]},"container-title":["Proceedings of the 13th annual conference on Genetic and evolutionary computation"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2001576.2001583","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/2001576.2001583","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T10:59:54Z","timestamp":1750244394000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2001576.2001583"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2011,7,12]]},"references-count":31,"alternative-id":["10.1145\/2001576.2001583","10.1145\/2001576"],"URL":"https:\/\/doi.org\/10.1145\/2001576.2001583","relation":{},"subject":[],"published":{"date-parts":[[2011,7,12]]},"assertion":[{"value":"2011-07-12","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}