{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,8]],"date-time":"2025-10-08T00:26:22Z","timestamp":1759883182573,"version":"build-2065373602"},"publisher-location":"Cham","reference-count":22,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032060686","type":"print"},{"value":"9783032060693","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,10,8]],"date-time":"2025-10-08T00:00:00Z","timestamp":1759881600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,10,8]],"date-time":"2025-10-08T00:00:00Z","timestamp":1759881600000},"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":[[2026]]},"DOI":"10.1007\/978-3-032-06069-3_31","type":"book-chapter","created":{"date-parts":[[2025,10,7]],"date-time":"2025-10-07T15:54:49Z","timestamp":1759852489000},"page":"384-391","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["VISAnt: Unsupervised Data Exploration with\u00a0Chernoff Faces"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2874-1217","authenticated-orcid":false,"given":"Ivana","family":"Sixtova","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8082-4509","authenticated-orcid":false,"given":"Ladislav","family":"Peska","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3558-4144","authenticated-orcid":false,"given":"Jakub","family":"Loko\u010d","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2368-7506","authenticated-orcid":false,"given":"David","family":"Bernhauer","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6591-0879","authenticated-orcid":false,"given":"Tomas","family":"Skopal","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,10,8]]},"reference":[{"key":"31_CR1","unstructured":"Antonov, A.: ChernoffFace Python package (2022). https:\/\/github.com\/antononcube\/Python-packages\/tree\/main\/ChernoffFace"},{"issue":"12","key":"31_CR2","doi-asserted-by":"publisher","first-page":"2581","DOI":"10.1109\/TVCG.2011.188","volume":"17","author":"N Cao","year":"2011","unstructured":"Cao, N., Gotz, D., Sun, J., Qu, H.: DICON: interactive visual analysis of multidimensional clusters. IEEE Trans. Visual Comput. Graphics 17(12), 2581\u20132590 (2011)","journal-title":"IEEE Trans. Visual Comput. Graphics"},{"issue":"1","key":"31_CR3","doi-asserted-by":"publisher","first-page":"267","DOI":"10.1109\/TVCG.2018.2864477","volume":"25","author":"M Cavallo","year":"2018","unstructured":"Cavallo, M., Demiralp, \u00c7.: Clustrophile 2: guided visual clustering analysis. IEEE Trans. Visual Comput. Graphics 25(1), 267\u2013276 (2018)","journal-title":"IEEE Trans. Visual Comput. Graphics"},{"key":"31_CR4","unstructured":"Chen, C.H., H\u00e4rdle, W., Unwin, A., Ward, M.O.: Multivariate data glyphs: principles and practice. Handb. Data Vis. 179\u2013198 (2008)"},{"issue":"342","key":"31_CR5","doi-asserted-by":"publisher","first-page":"361","DOI":"10.1080\/01621459.1973.10482434","volume":"68","author":"H Chernoff","year":"1973","unstructured":"Chernoff, H.: The use of faces to represent points in k-dimensional space graphically. J. Am. Stat. Assoc. 68(342), 361\u2013368 (1973)","journal-title":"J. Am. Stat. Assoc."},{"key":"31_CR6","doi-asserted-by":"crossref","unstructured":"Correll, M.: Ross-Chernoff glyphs or: how do we kill bad ideas in visualization? In: Extended Abstracts of the 2018 CHI Conference on Human Factors in Computing Systems, pp. 1\u201310. Association for Computing Machinery (2018)","DOI":"10.1145\/3170427.3188398"},{"issue":"4","key":"31_CR7","doi-asserted-by":"publisher","first-page":"4543","DOI":"10.1007\/s10489-021-02550-9","volume":"52","author":"P Dhal","year":"2022","unstructured":"Dhal, P., Azad, C.: A comprehensive survey on feature selection in the various fields of machine learning. Appl. Intell. 52(4), 4543\u20134581 (2022)","journal-title":"Appl. Intell."},{"issue":"7","key":"31_CR8","doi-asserted-by":"publisher","first-page":"1863","DOI":"10.1109\/TVCG.2016.2549018","volume":"23","author":"J Fuchs","year":"2016","unstructured":"Fuchs, J., Isenberg, P., Bezerianos, A., Keim, D.: A systematic review of experimental studies on data glyphs. IEEE Trans. Visual Comput. Graphics 23(7), 1863\u20131879 (2016)","journal-title":"IEEE Trans. Visual Comput. Graphics"},{"key":"31_CR9","series-title":"Communications in Computer and Information Science","doi-asserted-by":"publisher","first-page":"123","DOI":"10.1007\/978-3-319-29971-6_7","volume-title":"Computer Vision, Imaging and Computer Graphics Theory and Applications","author":"J Fuchs","year":"2016","unstructured":"Fuchs, J., J\u00e4ckle, D., Weiler, N., Schreck, T.: Leaf glyphs: story telling and data analysis using environmental data glyph metaphors. In: Braz, J., et al. (eds.) VISIGRAPP 2015. CCIS, vol. 598, pp. 123\u2013143. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-29971-6_7"},{"issue":"1","key":"31_CR10","doi-asserted-by":"publisher","first-page":"209","DOI":"10.1007\/s11042-021-10990-1","volume":"81","author":"I Kalamaras","year":"2022","unstructured":"Kalamaras, I., Glykos, K., Megalooikonomou, V., Votis, K., Tzovaras, D.: Graph-based visualization of sensitive medical data. Multimed. Tools Appl. 81(1), 209\u2013236 (2022)","journal-title":"Multimed. Tools Appl."},{"key":"31_CR11","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"154","DOI":"10.1007\/978-3-540-70956-5_7","volume-title":"Information Visualization","author":"D Keim","year":"2008","unstructured":"Keim, D., Andrienko, G., Fekete, J.-D., G\u00f6rg, C., Kohlhammer, J., Melan\u00e7on, G.: Visual analytics: definition, process, and challenges. In: Kerren, A., Stasko, J.T., Fekete, J.-D., North, C. (eds.) Information Visualization. LNCS, vol. 4950, pp. 154\u2013175. Springer, Heidelberg (2008). https:\/\/doi.org\/10.1007\/978-3-540-70956-5_7"},{"key":"31_CR12","unstructured":"Van\u00a0der Maaten, L., Hinton, G.: Visualizing data using t-SNE. J. Mach. Learn. Res. 9(11) (2008)"},{"key":"31_CR13","doi-asserted-by":"crossref","unstructured":"Matthews, P.M., et al.: The association between brain volume loss and disability in multiple sclerosis: a systematic review. Multiple Sclerosis Relat. Disord. 104714 (2023)","DOI":"10.1016\/j.msard.2023.104714"},{"issue":"12","key":"31_CR14","doi-asserted-by":"publisher","first-page":"1482","DOI":"10.1038\/s41587-019-0336-3","volume":"37","author":"KR Moon","year":"2019","unstructured":"Moon, K.R., et al.: Visualizing structure and transitions in high-dimensional biological data. Nat. Biotechnol. 37(12), 1482\u20131492 (2019)","journal-title":"Nat. Biotechnol."},{"key":"31_CR15","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/1471-2105-15-S6-S5","volume":"15","author":"H M\u00fcller","year":"2014","unstructured":"M\u00fcller, H., Reihs, R., Zatloukal, K., Holzinger, A.: Analysis of biomedical data with multilevel glyphs. BMC Bioinform. 15, 1\u201312 (2014)","journal-title":"BMC Bioinform."},{"issue":"2","key":"31_CR16","doi-asserted-by":"publisher","first-page":"956","DOI":"10.1177\/0049124120914943","volume":"52","author":"O Muurlink","year":"2023","unstructured":"Muurlink, O., Gould, A.M., Joulli\u00e9, J.E.: Clustered iconography: a resurrected method for representing multidimensional data. Sociol. Methods Res. 52(2), 956\u2013992 (2023)","journal-title":"Sociol. Methods Res."},{"issue":"8","key":"31_CR17","doi-asserted-by":"publisher","first-page":"2650","DOI":"10.1109\/TVCG.2018.2846735","volume":"25","author":"LG Nonato","year":"2018","unstructured":"Nonato, L.G., Aupetit, M.: Multidimensional projection for visual analytics: linking techniques with distortions, tasks, and layout enrichment. IEEE Trans. Visual Comput. Graphics 25(8), 2650\u20132673 (2018)","journal-title":"IEEE Trans. Visual Comput. Graphics"},{"key":"31_CR18","doi-asserted-by":"publisher","first-page":"19694","DOI":"10.1109\/ACCESS.2025.3534330","volume":"13","author":"L Peska","year":"2025","unstructured":"Peska, L., Sixtova, I., Hoksza, D., Bernhauer, D., Lokoc, J., Skopal, T.: Unified visual-aware representations for data analytics. IEEE Access 13, 19694\u201319715 (2025)","journal-title":"IEEE Access"},{"key":"31_CR19","doi-asserted-by":"publisher","unstructured":"Peska, L., Sixtova, I., Hoksza, D., Bernhauer, D., Skopal, T.: Visual representations for data analytics: user study. In: da Silva, H.P., Cipresso, P. (eds.) CHIRA 2023. CCIS, vol. 1997, pp. 231\u2013243. Springer, Cham (2023). https:\/\/doi.org\/10.1007\/978-3-031-49368-3_14","DOI":"10.1007\/978-3-031-49368-3_14"},{"issue":"9","key":"31_CR20","doi-asserted-by":"publisher","first-page":"3626","DOI":"10.1109\/TVCG.2020.2985923","volume":"27","author":"D Rees","year":"2020","unstructured":"Rees, D., Laramee, R.S., Brookes, P., D\u2019Cruze, T., Smith, G.A., Miah, A.: Agentvis: visual analysis of agent behavior with hierarchical glyphs. IEEE Trans. Visual Comput. Graphics 27(9), 3626\u20133643 (2020)","journal-title":"IEEE Trans. Visual Comput. Graphics"},{"key":"31_CR21","doi-asserted-by":"publisher","first-page":"96581","DOI":"10.1109\/ACCESS.2022.3205115","volume":"10","author":"HM Shakeel","year":"2022","unstructured":"Shakeel, H.M., Iram, S., Al-Aqrabi, H., Alsboui, T., Hill, R.: A comprehensive state-of-the-art survey on data visualization tools: research developments, challenges and future domain specific visualization framework. IEEE Access 10, 96581\u201396601 (2022)","journal-title":"IEEE Access"},{"issue":"1\u20133","key":"31_CR22","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1016\/0169-7439(87)80084-9","volume":"2","author":"S Wold","year":"1987","unstructured":"Wold, S., Esbensen, K., Geladi, P.: Principal component analysis. Chemom. Intell. Lab. Syst. 2(1\u20133), 37\u201352 (1987)","journal-title":"Chemom. Intell. Lab. Syst."}],"container-title":["Lecture Notes in Computer Science","Similarity Search and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-06069-3_31","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,7]],"date-time":"2025-10-07T15:54:54Z","timestamp":1759852494000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-06069-3_31"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,8]]},"ISBN":["9783032060686","9783032060693"],"references-count":22,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-06069-3_31","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,10,8]]},"assertion":[{"value":"8 October 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"The authors have no competing interests to declare that\u00a0are relevant to the content of this article.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Disclosure of Interests"}},{"value":"SISAP","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Similarity Search and Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Reykjavik","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Iceland","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"1 October 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"3 October 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"sisap2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/www.sisap.org\/2025\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}