{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,24]],"date-time":"2025-09-24T09:08:22Z","timestamp":1758704902649},"publisher-location":"Singapore","reference-count":17,"publisher":"Springer Singapore","isbn-type":[{"type":"print","value":"9789811386787"},{"type":"electronic","value":"9789811386794"}],"license":[{"start":{"date-parts":[[2019,6,20]],"date-time":"2019-06-20T00:00:00Z","timestamp":1560988800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2020]]},"DOI":"10.1007\/978-981-13-8679-4_10","type":"book-chapter","created":{"date-parts":[[2019,6,19]],"date-time":"2019-06-19T12:04:24Z","timestamp":1560945864000},"page":"117-128","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["A Multi-agent System with Self-optimization for Automated Clustering (MASAC)"],"prefix":"10.1007","author":[{"given":"Manuella","family":"Kadar","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maria Viorela","family":"Muntean","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tudor","family":"Csabai","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,6,20]]},"reference":[{"key":"10_CR1","first-page":"16","volume-title":"Lecture Notes in Computer Science","author":"Santhana Chaimontree","year":"2012","unstructured":"Chaimontree, S., Atkinson, K., Coenen, F.: A multi-agent based approach to clustering: harnessing the power of agents. In: Cao, L., Bazzan, A.L.C., Symeonidis, A.L., Gorodetsky, V.I., Weiss, G., Yu, P.S. (eds.) Agents and Data Mining Interaction. ADMI 2011. Lecture Notes in Computer Science, vol. 7103. Springer, Berlin, Heidelberg (2012)"},{"key":"10_CR2","unstructured":"Cluster Analysis. \n                    https:\/\/en.wikipedia.org\/wiki\/Cluster_analysis\n                    \n                  . Last accessed 10 Jan 2019"},{"key":"10_CR3","unstructured":"Frank, A., Asuncion, A.: UCI machine learning repository. \n                    http:\/\/archive.ics.uci.edu\/ml\n                    \n                   (2010)"},{"key":"10_CR4","doi-asserted-by":"crossref","unstructured":"Bailey, S., Grossman, R., Sivakumar, H., Turinsky, A.: Papyrus: a system for data min-ing over local and wide area clusters and super-clusters. In: IEEE Supercomputing (1999)","DOI":"10.1145\/331532.331595"},{"key":"10_CR5","first-page":"1","volume-title":"Cooperative Information Agents VIII","author":"Chris Giannella","year":"2004","unstructured":"Giannella, C., Bhargava, R., Kargupta, H.: Multi-agent systems and distributed data mining. In: Klusch, M., Ossowski, S., Kashyap, V., Unland, R. (eds.) CIA 2004. LNCS (LNAI), vol. 3191, pp. 1\u201315. Springer, Heidelberg (2004)"},{"key":"10_CR6","unstructured":"Kiselev, I., Alhajj, R.: A self-organizing multi-agent system for online unsupervised learning in complex dynamic environments. In: Proceedings of the 23rd AAAI Conference on Artificial Intelligence, pp. 1808\u20131809. AAAI Press (2008)"},{"key":"10_CR7","doi-asserted-by":"crossref","unstructured":"Agogino, A., Tumer, K.: Efficient agent-based cluster ensembles. In: Proceedings of the 5th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2006, pp. 1079\u20131086. ACM, New York (2006)","DOI":"10.1145\/1160633.1160826"},{"key":"10_CR8","unstructured":"Park, J.-E., Oh, K.-W.: Multi-agent systems for intelligent clustering. In: World Academy of Science, Engineering and Technology, vol. 11 (2007)"},{"key":"10_CR9","doi-asserted-by":"crossref","unstructured":"Reed, J.W., et al.: A multi-agent system for distributed cluster analysis (2004)","DOI":"10.1049\/ic:20040372"},{"key":"10_CR10","doi-asserted-by":"crossref","unstructured":"Ogston E., Overeinder B., van Steen M., Brazier F.: A method for decentralized clustering in large multi-agent systems. In: Proceeding AAMAS \u201803 Proceedings of the Second International Joint Conference on Autonomous Agents and Multiagent Systems, pp. 789\u2013796, Melbourne, Australia (2003)","DOI":"10.1145\/860700.860702"},{"key":"10_CR11","unstructured":"Xin, P., Sagan, H.: Digital image clustering algorithm based on multi-agent center optimization. J. Digit. Inf. Manag. 14(1), 8\u201314 (2016)"},{"key":"10_CR12","doi-asserted-by":"publisher","first-page":"104","DOI":"10.1007\/3-540-36561-3_5","volume-title":"Intelligent Information Agents","author":"Matthias Klusch","year":"2003","unstructured":"Klusch, M., Lodi, S., Moro, G.: Agent-based distributed data mining: the KDEC scheme. In: Proceedings of the Springer Lecture Notes in Computer Science, vol. 2586, pp. 104\u2013122 (2003)"},{"key":"10_CR13","unstructured":"\u00c4yr\u00e4m\u00f6, S., K\u00e4rkk\u00e4inen, T.: Introduction to partitioning-based clustering methods with a robust example. Reports of the Department of Mathematical Information Technology, Series C. In: Software and Computational Engineering, No. C. 1. University of Jyv\u00e4skyl\u00e4, Department of Mathematical Information Technology, Finland (2006)"},{"issue":"3","key":"10_CR14","doi-asserted-by":"publisher","first-page":"205","DOI":"10.1017\/S026988890000789X","volume":"11","author":"S Hyacinth","year":"1996","unstructured":"Hyacinth, S.: Nwana: software agents: an overview. Knowl. Eng. Rev. 11(3), 205\u2013244 (1996)","journal-title":"Knowl. Eng. Rev."},{"key":"10_CR15","doi-asserted-by":"crossref","unstructured":"Kadar, M., Tulbure, A.: An automated knowledge discovery framework with multi-agent systems\u2014KDMAS. In: Proceedings of the International Conference on Engineering, Technology and Innovation (ICE\/ITMC), pp. 1304\u20131309. IEEE, Madeira Island, Portugal, 978-1-5386-0774-9\/17\/\u00a92017 (2017)","DOI":"10.1109\/ICE.2017.8280025"},{"key":"10_CR16","unstructured":"The University of Waikako, NZ. \n                    https:\/\/www.cs.waikato.ac.nz\/ml\/weka\/\n                    \n                  . Last accessed 27 Dec 2018"},{"key":"10_CR17","unstructured":"From Pandas to Scikit-Learn. \n                    https:\/\/colab.research.google.com\/drive\/1yHnTLJVWDzI7_WqjTlgRMBOTcwt8qIr1\n                    \n                  . Last accessed 17 Feb 2019"}],"container-title":["Smart Innovation, Systems and Technologies","Agents and Multi-agent Systems: Technologies and Applications 2019"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-13-8679-4_10","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,19]],"date-time":"2019-06-19T12:08:18Z","timestamp":1560946098000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-981-13-8679-4_10"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,6,20]]},"ISBN":["9789811386787","9789811386794"],"references-count":17,"URL":"https:\/\/doi.org\/10.1007\/978-981-13-8679-4_10","relation":{},"ISSN":["2190-3018","2190-3026"],"issn-type":[{"type":"print","value":"2190-3018"},{"type":"electronic","value":"2190-3026"}],"subject":[],"published":{"date-parts":[[2019,6,20]]},"assertion":[{"value":"20 June 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}