{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,6]],"date-time":"2026-04-06T14:59:08Z","timestamp":1775487548447,"version":"3.50.1"},"reference-count":92,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Visual. Comput. Graphics"],"published-print":{"date-parts":[[2022]]},"DOI":"10.1109\/tvcg.2022.3209423","type":"journal-article","created":{"date-parts":[[2022,9,27]],"date-time":"2022-09-27T19:49:08Z","timestamp":1664308148000},"page":"1-11","source":"Crossref","is-referenced-by-count":27,"title":["Interactive Visual Cluster Analysis by Contrastive Dimensionality Reduction"],"prefix":"10.1109","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4629-6268","authenticated-orcid":false,"given":"Jiazhi","family":"Xia","sequence":"first","affiliation":[{"name":"School of Computer Science and Engineering, Central South University, China"}]},{"given":"Linquan","family":"Huang","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering, Central South University, China"}]},{"given":"Weixing","family":"Lin","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering, Central South University, China"}]},{"given":"Xin","family":"Zhao","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering, Central South University, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5123-9861","authenticated-orcid":false,"given":"Jing","family":"Wu","sequence":"additional","affiliation":[{"name":"Cardiff University, U.K."}]},{"given":"Yang","family":"Chen","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering, Central South University, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4200-5200","authenticated-orcid":false,"given":"Ying","family":"Zhao","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering, Central South University, China"}]},{"given":"Wei","family":"Chen","sequence":"additional","affiliation":[{"name":"State Key Lab of CAD&amp;CG, Zhejiang University, China"}]}],"member":"263","reference":[{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1126\/science.290.5500.2319"},{"key":"ref72","first-page":"1857","article-title":"Improved deep metric learning with multi-class n-pair loss objective","volume":"29","author":"sohn","year":"2016","journal-title":"Advances in neural information processing systems"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-8659.2009.01467.x"},{"key":"ref70","first-page":"705","article-title":"Global versus local methods in nonlinear dimensionality reduction","volume":"15","author":"silva","year":"0","journal-title":"Proceeding Of Advances in Neural Information Processing Systems"},{"key":"ref76","first-page":"2579","article-title":"Visualizing data using t-sne","volume":"9","author":"van der maaten","year":"2008","journal-title":"Journal of Machine Learning Research"},{"key":"ref77","author":"vijay","year":"2020","journal-title":"Weather and"},{"key":"ref39","article-title":"Distortion-aware brushing for interactive cluster analysis in multidimensional projections","author":"jeon","year":"2022","journal-title":"ArXiv Preprint"},{"key":"ref74","first-page":"6827","article-title":"What makes for good views for contrastive learning?","volume":"33","author":"tian","year":"2020","journal-title":"Advances in neural information processing systems"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/34.291440"},{"key":"ref75","first-page":"384","article-title":"Learning a parametric embedding by preserving local structure","author":"van der maaten","year":"2009","journal-title":"Artificial Intelligence and Statistics"},{"key":"ref78","first-page":"2495","article-title":"Understanding the behaviour of contrastive loss","author":"wang","year":"0","journal-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2010.119"},{"key":"ref33","first-page":"220","article-title":"Spoken letter recognition","volume":"3","author":"fanty","year":"1991","journal-title":"Advances in neural information processing systems"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2019.2944182"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/VAST.2011.6102449"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1145\/1273496.1273562"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00975"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2006.100"},{"key":"ref35","first-page":"21271","article-title":"Bootstrap your own latent-a new approach to self-supervised learning","volume":"33","author":"grill","year":"2020","journal-title":"Advances in neural information processing systems"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330834"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2014.09.061"},{"key":"ref62","doi-asserted-by":"crossref","first-page":"1739","DOI":"10.1109\/TVCG.2016.2570755","article-title":"Approximated and user steerable tsne for progressive visual analytics","volume":"23","author":"pezzotti","year":"2016","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.4249\/scholarpedia.1883"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2012.207"},{"key":"ref28","first-page":"5798","article-title":"On umap's true loss function","volume":"34","author":"damrich","year":"2021","journal-title":"Advances in neural information processing systems"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.12884"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/3459665"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1016\/0377-0427(87)90125-7"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2744805"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2020.3002166"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1162\/neco_a_01434"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.12632"},{"key":"ref69","doi-asserted-by":"crossref","first-page":"80","DOI":"10.1109\/MC.2002.1016905","article-title":"Interactively exploring hierarchical clustering results [gene identification]","volume":"35","author":"seo","year":"2002","journal-title":"Computer"},{"key":"ref2","first-page":"9","article-title":"Constructing parallel coordinates plot for problem solving","author":"andrienko","year":"0","journal-title":"1 st International Symposium on Smart Graphics"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1002\/wics.101"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2003.1250962"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/1148020.1148024"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1057\/palgrave.ivs.9500076"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1117\/12.2007316"},{"key":"ref23","first-page":"1597","article-title":"A simple framework for contrastive learning of visual representations","author":"chen","year":"0","journal-title":"International Conference on Machine Learning"},{"key":"ref26","author":"corrado","year":"2019","journal-title":"Animals-10 dataset"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611974973.27"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2013.06.014"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/5.726791"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2021.3122388"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2014.01.032"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2017.2673241"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2007.70443"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1145\/2494266.2494279"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2846735"},{"key":"ref56","article-title":"On spectral clustering: Analysis and an algorithm","volume":"14","author":"ng","year":"2001","journal-title":"Advances in neural information processing systems"},{"key":"ref55","article-title":"Umap: Uniform manifold approximation and projection for dimension reduction","author":"mcinnes","year":"2018","journal-title":"ArXiv Preprint"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.12116"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2010.138"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-8659.2010.01835.x"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v24i1.7694"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-8659.2009.01475.x"},{"key":"ref11","first-page":"684","article-title":"Interactive clustering of text collections according to a user-specified criterion","volume":"7","author":"bekkerman","year":"2007","journal-title":"IJCAI"},{"key":"ref12","article-title":"Fuzzy-rough approaches for pattern classification: Hybrid measures, mathematical analysis, feature selection algorithms, decision tree algorithms, neural learning, and applications","author":"bhatt","year":"2005","journal-title":"Decision Tree Algorithms Neural Learning and Applications"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.14000"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1177\/1473871615571951"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/VAST.2012.6400486"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2745258"},{"key":"ref16","article-title":"Including semi-supervision in a kernel matrix, with a view to interactive visual clustering","author":"bruneau","year":"2012","journal-title":"working paper or preprint"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.13197"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.2312\/PE.VAMP.VAMP2013.001-004"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2021.3114694"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2864477"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1109\/VAST50239.2020.00015"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2020.2986996"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2701829"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1145\/2990508"},{"key":"ref4","author":"anshul","year":"2020","journal-title":"Food India"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1145\/1809400.1809405"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2017.11.055"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN.2011.6033447"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2016.2539965"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1145\/2669557.2669578"},{"key":"ref86","doi-asserted-by":"crossref","first-page":"3953","DOI":"10.1109\/TVCG.2020.2995100","article-title":"Interactive steering of hierarchical clustering","volume":"27","author":"yang","year":"2020","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2016.2598446"},{"key":"ref7","author":"asuncion","year":"2007","journal-title":"UCI Machine Learning Repository"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1007\/s41095-020-0191-7"},{"key":"ref88","first-page":"1057","article-title":"Spectral relaxation for k-means clustering","volume":"14","author":"zha","year":"2001","journal-title":"Advances in neural information processing systems"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/VISUAL.2019.8933620"},{"key":"ref46","author":"krizhevsky","year":"2009","journal-title":"Learning multiple layers of features from tiny images"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2015.2467615"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2745085"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1007\/BF02289565"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.12638"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2011.220"},{"key":"ref44","article-title":"Novel dataset for fine-grained image categorization: Stanford dogs","volume":"2","author":"khosla","year":"0","journal-title":"Proc CVPR Workshop on Fine-Grained Visual Categorization (FGVC)"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-4-48"}],"container-title":["IEEE Transactions on Visualization and Computer Graphics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/2945\/4359476\/09904480.pdf?arnumber=9904480","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,12,19]],"date-time":"2022-12-19T15:58:20Z","timestamp":1671465500000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9904480\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"references-count":92,"URL":"https:\/\/doi.org\/10.1109\/tvcg.2022.3209423","relation":{},"ISSN":["1077-2626","1941-0506","2160-9306"],"issn-type":[{"value":"1077-2626","type":"print"},{"value":"1941-0506","type":"electronic"},{"value":"2160-9306","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022]]}}}