{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,28]],"date-time":"2026-01-28T07:12:02Z","timestamp":1769584322946,"version":"3.49.0"},"publisher-location":"Cham","reference-count":17,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031503191","type":"print"},{"value":"9783031503207","type":"electronic"}],"license":[{"start":{"date-parts":[[2023,12,28]],"date-time":"2023-12-28T00:00:00Z","timestamp":1703721600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,12,28]],"date-time":"2023-12-28T00:00:00Z","timestamp":1703721600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024]]},"DOI":"10.1007\/978-3-031-50320-7_4","type":"book-chapter","created":{"date-parts":[[2023,12,27]],"date-time":"2023-12-27T14:02:17Z","timestamp":1703685737000},"page":"54-68","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["A Collaborative Multi-objective Approach for\u00a0Clustering Task Based on\u00a0Distance Measures and\u00a0Clustering Validity Indices"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8527-7409","authenticated-orcid":false,"given":"Beatriz Flamia","family":"Azevedo","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8679-2886","authenticated-orcid":false,"given":"Ana Maria A. C.","family":"Rocha","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3803-2043","authenticated-orcid":false,"given":"Ana I.","family":"Pereira","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2023,12,28]]},"reference":[{"issue":"1","key":"4_CR1","doi-asserted-by":"publisher","first-page":"243","DOI":"10.1016\/j.patcog.2012.07.021","volume":"46","author":"O Arbelaitz","year":"2013","unstructured":"Arbelaitz, O., Gurrutxaga, I., Muguerza, J., P\u00e9rez, J.M., Perona, I.: An extensive comparative study of cluster validity indices. Pattern Recogn. 46(1), 243\u2013256 (2013)","journal-title":"Pattern Recogn."},{"key":"4_CR2","doi-asserted-by":"crossref","unstructured":"Azevedo, B.F., Rocha, A.M.A.C., Fernandes, F.P., Pacheco, M.F., Pereira, A.I.: Evaluating student behaviour on the mathe platform - clustering algorithms approaches. In: Book of 16th Learning and Intelligent Optimization Conference - LION 2022, pp. 319\u2013333. Milos - Greece (2022)","DOI":"10.1007\/978-3-031-24866-5_24"},{"key":"4_CR3","unstructured":"Azevedo, B.F., Rocha, A.M.A.C., Pereira, A.I.: A multi-objective clustering approach based on different clustering measures combinations. Submitted to Computational & Applied Mathematics"},{"issue":"1","key":"4_CR4","first-page":"1","volume":"3","author":"T Cali\u0144ski","year":"1974","unstructured":"Cali\u0144ski, T., Harabasz, J.: A dendrite method for cluster analysis. Commun. Stat. 3(1), 1\u201327 (1974)","journal-title":"Commun. Stat."},{"key":"4_CR5","doi-asserted-by":"publisher","first-page":"205","DOI":"10.1007\/s10044-004-0218-1","volume":"7","author":"CH Chou","year":"2004","unstructured":"Chou, C.H., Su, M.C., Lai, E.: A new cluster validity measure and its application to image compression. Pattern Anal. Appl. 7, 205\u2013220 (2004)","journal-title":"Pattern Anal. Appl."},{"issue":"2","key":"4_CR6","doi-asserted-by":"publisher","first-page":"182","DOI":"10.1109\/4235.996017","volume":"6","author":"K Deb","year":"2002","unstructured":"Deb, K., Pratap, A., Agarwal, S., Meyarivan, T.: A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans. Evol. Comput. 6(2), 182\u2013197 (2002)","journal-title":"IEEE Trans. Evol. Comput."},{"key":"4_CR7","doi-asserted-by":"crossref","unstructured":"Delgado, H., Anguera, X., Fredouille, C., Serrano, J.: Novel clustering selection criterion for fast binary key speaker diarization. In: 16th Annual Conference of the International Speech Communication Association (NTERSPEECH 2015) (2015)","DOI":"10.21437\/Interspeech.2015-108"},{"issue":"3","key":"4_CR8","doi-asserted-by":"publisher","first-page":"32","DOI":"10.1080\/01969727308546046","volume":"3","author":"JC Dunn","year":"1973","unstructured":"Dunn, J.C.: A fuzzy relative of the ISODATA process and its use in detecting compact well-separated clusters. J. Cybern. 3(3), 32\u201357 (1973)","journal-title":"J. Cybern."},{"key":"4_CR9","doi-asserted-by":"publisher","first-page":"357","DOI":"10.1016\/j.eswa.2019.06.056","volume":"137","author":"D Dutta","year":"2019","unstructured":"Dutta, D., Sil, J., Dutta, P.: Automatic clustering by multi-objective genetic algorithm with numeric and categorical features. Expert Syst. Appl. 137, 357\u2013379 (2019)","journal-title":"Expert Syst. Appl."},{"issue":"3","key":"4_CR10","doi-asserted-by":"publisher","first-page":"505","DOI":"10.1016\/j.patrec.2010.11.006","volume":"32","author":"I Gurrutxaga","year":"2011","unstructured":"Gurrutxaga, I., Muguerza, J., Arbelaitz, O., P\u00e9rez, J.M., Mart\u00edn, J.I.: Towards a standard methodology to evaluate internal cluster validity indices. Pattern Recogn. Lett. 32(3), 505\u2013515 (2011)","journal-title":"Pattern Recogn. Lett."},{"key":"4_CR11","unstructured":"Heris, M.K.: Evolutionary data clustering in matlab (2015). https:\/\/yarpiz.com\/64\/ypml101-evolutionary-clustering"},{"key":"4_CR12","doi-asserted-by":"publisher","first-page":"100849","DOI":"10.1016\/j.segan.2022.100849","volume":"32","author":"M Jain","year":"2022","unstructured":"Jain, M., Jain, M., AlSkaif, T., Dev, S.: Which internal validation indices to use while clustering electric load demand profiles? Sustain. Energy Grids Netw. 32, 100849 (2022)","journal-title":"Sustain. Energy Grids Netw."},{"key":"4_CR13","doi-asserted-by":"crossref","unstructured":"Jos\u00e9-Garc\u00eda, A., G\u00f3mez-Flores, W.: A survey of cluster validity indices for automatic data clustering using differential evolution. In: Proceedings of the Genetic and Evolutionary Computation Conference, pp. 314\u2013322 (2021)","DOI":"10.1145\/3449639.3459341"},{"issue":"1","key":"4_CR14","doi-asserted-by":"publisher","first-page":"209","DOI":"10.1007\/s10044-021-01052-1","volume":"25","author":"A Kaur","year":"2022","unstructured":"Kaur, A., Kumar, Y.: A multi-objective vibrating particle system algorithm for data clustering. Pattern Anal. Appl. 25(1), 209\u2013239 (2022)","journal-title":"Pattern Anal. Appl."},{"key":"4_CR15","doi-asserted-by":"publisher","first-page":"41706","DOI":"10.1109\/ACCESS.2018.2860791","volume":"6","author":"C Liu","year":"2018","unstructured":"Liu, C., Liu, J., Peng, D., Wu, C.: A general multiobjective clustering approach based on multiple distance measures. IEEE Access 6, 41706\u201341719 (2018)","journal-title":"IEEE Access"},{"key":"4_CR16","unstructured":"MATLAB: Mathworks inc (2019). www.mathworks.com\/products\/matlab.html"},{"issue":"3","key":"4_CR17","doi-asserted-by":"publisher","first-page":"294","DOI":"10.1080\/09540091.2019.1603201","volume":"31","author":"SK Nayak","year":"2019","unstructured":"Nayak, S.K., Rout, P.K., Jagadev, A.K.: Multi-objective clustering: a kernel based approach using differential evolution. Connect. Sci. 31(3), 294\u2013321 (2019)","journal-title":"Connect. Sci."}],"container-title":["Lecture Notes in Computer Science","Dynamics of Information Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-50320-7_4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,12,27]],"date-time":"2023-12-27T14:03:39Z","timestamp":1703685819000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-50320-7_4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,12,28]]},"ISBN":["9783031503191","9783031503207"],"references-count":17,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-50320-7_4","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,12,28]]},"assertion":[{"value":"28 December 2023","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"DIS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on the Dynamics of Information Systems","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Prague","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Czech Republic","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2023","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"3 September 2023","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"6 September 2023","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"6","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"dis22023","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/dis2023.ujep.cz\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Single-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"43","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"18","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"0","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"42% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"2","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"2","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"No","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}