{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,30]],"date-time":"2026-03-30T23:20:37Z","timestamp":1774912837270,"version":"3.50.1"},"reference-count":34,"publisher":"Springer Science and Business Media LLC","issue":"45-46","license":[{"start":{"date-parts":[[2019,4,23]],"date-time":"2019-04-23T00:00:00Z","timestamp":1555977600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2019,4,23]],"date-time":"2019-04-23T00:00:00Z","timestamp":1555977600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2020,12]]},"DOI":"10.1007\/s11042-019-7582-8","type":"journal-article","created":{"date-parts":[[2019,4,23]],"date-time":"2019-04-23T22:02:57Z","timestamp":1556056977000},"page":"33417-33430","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":10,"title":["Unsupervised video summarization via clustering validity index"],"prefix":"10.1007","volume":"79","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8180-4697","authenticated-orcid":false,"given":"Ye","family":"Zhao","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yanrong","family":"Guo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rui","family":"Sun","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhengqiong","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dan","family":"Guo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,4,23]]},"reference":[{"issue":"3","key":"7582_CR1","doi-asserted-by":"publisher","first-page":"301","DOI":"10.1109\/3477.678624","volume":"28","author":"JC Bezdek","year":"1998","unstructured":"Bezdek JC (1998) Some new indexes of cluster validity. IEEE Trans Syst Man Cybern 28(3):301\u2013315","journal-title":"IEEE Trans Syst Man Cybern"},{"key":"7582_CR2","doi-asserted-by":"crossref","unstructured":"Bharill N (2014) Enhanced cluster validity index for the evaluation of optimal number of clusters for Fuzzy C-Means algorithm. IEEE International Conference on Fuzzy Systems, p 1526\u20131533","DOI":"10.1109\/FUZZ-IEEE.2014.6891591"},{"issue":"1","key":"7582_CR3","first-page":"1","volume":"3","author":"T Calinski","year":"1974","unstructured":"Calinski T (1974) A dendrite method for cluster analysis. Communications in Statistics 3(1):1\u201327","journal-title":"Communications in Statistics"},{"issue":"2","key":"7582_CR4","doi-asserted-by":"publisher","first-page":"224","DOI":"10.1109\/TPAMI.1979.4766909","volume":"1","author":"DL Davies","year":"1979","unstructured":"Davies DL (1979) A cluster separation measure. IEEE Trans Pattern Anal Mach Intell 1(2):224\u2013227","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"1","key":"7582_CR5","doi-asserted-by":"publisher","first-page":"137","DOI":"10.1007\/BF02294713","volume":"67","author":"E Dimitriadou","year":"2002","unstructured":"Dimitriadou E (2002) An examination of indexes for determining the number of cluster in binary data sets. Psychometrika 67(1):137\u2013160","journal-title":"Psychometrika"},{"issue":"7","key":"7582_CR6","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/gb-2002-3-7-research0036","volume":"3","author":"S Dudoit","year":"2002","unstructured":"Dudoit S (2002) A prediction-based resampling method for estimating the number of clusters in a dataset. Genome Biol 3(7):1\u201321","journal-title":"Genome Biol"},{"key":"7582_CR7","doi-asserted-by":"publisher","first-page":"972","DOI":"10.1126\/science.1136800","volume":"315","author":"BJ Frey","year":"2007","unstructured":"Frey BJ (2007) Clustering by passing messages between data points. Science 315:972\u2013976","journal-title":"Science"},{"key":"7582_CR8","doi-asserted-by":"crossref","unstructured":"Gygli M (2014) Creating summaries from user videos. European Conference on Computer Viision (ECCV), p 505\u2013520","DOI":"10.1007\/978-3-319-10584-0_33"},{"issue":"12","key":"7582_CR9","doi-asserted-by":"publisher","first-page":"5814","DOI":"10.1109\/TIP.2016.2614132","volume":"25","author":"R Hong","year":"2016","unstructured":"Hong R (2016) Multi-View Object Retrieval via Multi-Scale Topic Models. IEEE Trans Image Process 25(12):5814\u20135827","journal-title":"IEEE Trans Image Process"},{"issue":"6","key":"7582_CR10","doi-asserted-by":"publisher","first-page":"1500","DOI":"10.1109\/TFUZZ.2016.2540063","volume":"24","author":"C James","year":"2016","unstructured":"James C (2016) The generalized C index for internal fuzzy cluster validity. IEEE Trans Fuzzy Syst 24(6):1500\u20131512","journal-title":"IEEE Trans Fuzzy Syst"},{"issue":"1","key":"7582_CR11","doi-asserted-by":"publisher","first-page":"9","DOI":"10.1093\/biostatistics\/kxj029","volume":"8","author":"AV Kapp","year":"2007","unstructured":"Kapp AV, Tibshirani R (2007) Are clusters found in one dataset present in another dataset? Biostatistics 8(1):9\u201331","journal-title":"Biostatistics"},{"key":"7582_CR12","unstructured":"Lin P-L (2016) An efficient validity index method for datasets with complex-shaped clusters. International Conference on Machine Learning and Cybernetics (ICMLC), p 2160\u20131348"},{"issue":"11","key":"7582_CR13","doi-asserted-by":"publisher","first-page":"2461","DOI":"10.1109\/TCYB.2014.2374755","volume":"45","author":"X Liu","year":"2015","unstructured":"Liu X (2015) Event-based media enrichment using an adaptive probabilistic hypergraph model. IEEE Transactions on Cybernetics 45(11):2461\u20132471","journal-title":"IEEE Transactions on Cybernetics"},{"issue":"1","key":"7582_CR14","doi-asserted-by":"publisher","first-page":"40","DOI":"10.1109\/TMM.2015.2495248","volume":"18","author":"C Luo","year":"2016","unstructured":"Luo C (2016) Image classification by selective regularized subspace learning. IEEE Trans Multimedia 18(1):40\u201350","journal-title":"IEEE Trans Multimedia"},{"key":"7582_CR15","doi-asserted-by":"crossref","unstructured":"Ma M (2017) Nonlinear kernel sparse dictionary selection for video summarization. Proceeding of the IEEE International Conference on Multimedia and Expo (ICME), p 637\u2013642","DOI":"10.1109\/ICME.2017.8019387"},{"key":"7582_CR16","doi-asserted-by":"crossref","unstructured":"Mahasseni B (2017) Unsupervised video summarization with adversarial LSTM networks. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), p 2982\u20132991","DOI":"10.1109\/CVPR.2017.318"},{"issue":"5","key":"7582_CR17","doi-asserted-by":"publisher","first-page":"2134","DOI":"10.1109\/TIP.2017.2789332","volume":"27","author":"J Meng","year":"2018","unstructured":"Meng J (2018) Video summarization via Multiview representative selection. IEEE Trans Image Process 27(5):2134\u20132145","journal-title":"IEEE Trans Image Process"},{"key":"7582_CR18","doi-asserted-by":"crossref","unstructured":"Panda R (2017) Weakly supervised summarization of web videos. IEEE International Conference on Computer Vision (ICCV), p 3677\u20133686","DOI":"10.1109\/ICCV.2017.395"},{"issue":"1","key":"7582_CR19","doi-asserted-by":"publisher","first-page":"53","DOI":"10.1016\/0377-0427(87)90125-7","volume":"20","author":"P Rousseeuw","year":"1987","unstructured":"Rousseeuw P (1987) Silhouettes: a graphical aid to the interpretation and validation of cluster analysis. J Comput Appl Math 20(1):53\u201365","journal-title":"J Comput Appl Math"},{"issue":"4","key":"7582_CR20","doi-asserted-by":"publisher","first-page":"1243","DOI":"10.1109\/TSMCB.2012.2188509","volume":"42","author":"XU Rui","year":"2012","unstructured":"Rui XU (2012) A comparison study of validity indices on swarm-intelligence-based clustering. IEEE Trans Syst Man Cybern 42(4):1243\u20131256","journal-title":"IEEE Trans Syst Man Cybern"},{"issue":"1","key":"7582_CR21","doi-asserted-by":"publisher","first-page":"21","DOI":"10.1007\/s10044-015-0453-7","volume":"20","author":"AB Said","year":"2017","unstructured":"Said AB (2017) Cluster validity index based on Jeffrey divergence. Pattern Anal Applic 20(1):21\u201331","journal-title":"Pattern Anal Applic"},{"key":"7582_CR22","unstructured":"Song Y (2015) TVSum: Summatizing Web Video Using Titles, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), p 5179\u20135187"},{"issue":"4","key":"7582_CR23","doi-asserted-by":"publisher","first-page":"1039","DOI":"10.1109\/TSMCB.2010.2104319","volume":"41","author":"K Tasdemir","year":"2011","unstructured":"Tasdemir K (2011) A validity index for prototype-based clustering of data sets with complex cluster structures. IEEE Trans Syst Man Cybern 41(4):1039\u20131053","journal-title":"IEEE Trans Syst Man Cybern"},{"issue":"12","key":"7582_CR24","doi-asserted-by":"publisher","first-page":"2832","DOI":"10.1109\/TMM.2017.2705915","volume":"19","author":"P Varini","year":"2017","unstructured":"Varini P (2017) Personalized egocentric video summarization of cultural tour on user preferences input. IEEE Trans Multimedia 19(12):2832\u20132844","journal-title":"IEEE Trans Multimedia"},{"issue":"4","key":"7582_CR25","doi-asserted-by":"publisher","first-page":"975","DOI":"10.1109\/TMM.2012.2185041","volume":"14","author":"M Wang","year":"2012","unstructured":"Wang M (2012) Event driven web video summarization by tag localization and key-shot identification. IEEE Trans Multimedia 14(4):975\u2013985","journal-title":"IEEE Trans Multimedia"},{"key":"7582_CR26","doi-asserted-by":"crossref","unstructured":"Wang M (2013) View-based discriminative probabilistic modeling for 3D object retrieval and recognition. IEEE Trans Image Processing 22(4):1395\u20131407","DOI":"10.1109\/TIP.2012.2231088"},{"issue":"7","key":"7582_CR27","doi-asserted-by":"publisher","first-page":"1864","DOI":"10.1109\/TKDE.2016.2535367","volume":"28","author":"M Wang","year":"2016","unstructured":"Wang M (2016) Scalable semi-supervised learning by efficient anchor graph regularization. IEEE Trans Knowl Data Eng 28(7):1864\u20131877","journal-title":"IEEE Trans Knowl Data Eng"},{"issue":"5","key":"7582_CR28","doi-asserted-by":"publisher","first-page":"1101","DOI":"10.1109\/TKDE.2017.2654445","volume":"29","author":"M Wang","year":"2017","unstructured":"Wang M (2017) Learning on big graph: label inference and regularization with anchor hierarchy. IEEE Trans Knowl Data Eng 29(5):1101\u20131114","journal-title":"IEEE Trans Knowl Data Eng"},{"key":"7582_CR29","unstructured":"Youtube statistics. https:\/\/www.youtube.com\/yt\/about\/press\/. Accessed 2018 May 30"},{"key":"7582_CR30","doi-asserted-by":"crossref","unstructured":"Zhang K (2016) Summary transfer: exemplar-based subset selection for video summarization. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), p 1059\u20131067","DOI":"10.1109\/CVPR.2016.120"},{"key":"7582_CR31","doi-asserted-by":"crossref","unstructured":"Zhang Y (2017) Motion-state-adaptive video summarization via spatiotemporal analysis. IEEE Trans Circuits Syst Video Techn 27(6):1340\u20131352","DOI":"10.1109\/TCSVT.2016.2539638"},{"key":"7582_CR32","doi-asserted-by":"publisher","first-page":"48","DOI":"10.1016\/j.neucom.2014.09.095","volume":"172","author":"Y Zhao","year":"2016","unstructured":"Zhao Y (2016) Visual summarization of image collections by fast RANSAC. Neurocomputing 172:48\u201352","journal-title":"Neurocomputing"},{"issue":"1","key":"7582_CR33","first-page":"1","volume":"9","author":"Y Zheng","year":"2017","unstructured":"Zheng Y (2017) Driver types and their behaviors within a high level of pedestrian activity environment. The International Journal of Transportation Research 9(1):1\u201311","journal-title":"The International Journal of Transportation Research"},{"issue":"2","key":"7582_CR34","first-page":"225","volume":"38","author":"S Zhou","year":"2011","unstructured":"Zhou S (2011) Comparative study on method for determining optimal number of clusters based on affinity propagation clustering. Computer Science 38(2):225\u2013228","journal-title":"Computer Science"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-019-7582-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-019-7582-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-019-7582-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,12,3]],"date-time":"2020-12-03T21:08:30Z","timestamp":1607029710000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-019-7582-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,4,23]]},"references-count":34,"journal-issue":{"issue":"45-46","published-print":{"date-parts":[[2020,12]]}},"alternative-id":["7582"],"URL":"https:\/\/doi.org\/10.1007\/s11042-019-7582-8","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"value":"1380-7501","type":"print"},{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,4,23]]},"assertion":[{"value":"6 June 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 January 2019","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"3 April 2019","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"23 April 2019","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}