{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,3]],"date-time":"2026-07-03T11:22:44Z","timestamp":1783077764804,"version":"3.54.6"},"publisher-location":"Cham","reference-count":24,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032103505","type":"print"},{"value":"9783032103512","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,11,22]],"date-time":"2025-11-22T00:00:00Z","timestamp":1763769600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,11,22]],"date-time":"2025-11-22T00:00:00Z","timestamp":1763769600000},"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\/978-3-032-10351-2_6","type":"book-chapter","created":{"date-parts":[[2025,11,21]],"date-time":"2025-11-21T08:22:38Z","timestamp":1763713358000},"page":"54-64","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Generalized Visual Field Pattern Discovery Using Archetypal Analysis"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1535-0789","authenticated-orcid":false,"given":"Viska","family":"Mutiawani","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8351-6288","authenticated-orcid":false,"given":"Naeha","family":"Sharif","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nigel","family":"Morlet","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6140-5672","authenticated-orcid":false,"given":"Siobhan","family":"Manners","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6636-8807","authenticated-orcid":false,"given":"Ghulam Mubashar","family":"Hassan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2025,11,22]]},"reference":[{"key":"6_CR1","doi-asserted-by":"crossref","unstructured":"Agarwal, P.K., Mustafa, N.H.: K-means projective clustering. In: Proceedings of the Twenty-Third ACM SIGMOD-SIGACT-SIGART Symposium on Principles of Database Systems, pp. 155\u2013165 (2004)","DOI":"10.1145\/1055558.1055581"},{"key":"6_CR2","unstructured":"Alcacer, A., Epifanio, I., Mair, S., M\u00f8rup, M.: A survey on archetypal analysis. arXiv preprint arXiv:2504.12392 (2025)"},{"issue":"3","key":"6_CR3","volume":"1","author":"AS Black","year":"2022","unstructured":"Black, A.S., et al.: Archetypal analysis of geophysical data illustrated by sea surface temperature. Artif. Intell. Earth Syst. 1(3), e210007 (2022)","journal-title":"Artif. Intell. Earth Syst."},{"issue":"5","key":"6_CR4","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pdig.0000240","volume":"2","author":"J Branco","year":"2023","unstructured":"Branco, J., et al.: Archetypal analysis of longitudinal visual fields for idiopathic intracranial hypertension patients presenting in a clinic setting. PLOS Dig. Health 2(5), e0000240 (2023)","journal-title":"PLOS Dig. Health"},{"issue":"79\u201380","key":"6_CR5","first-page":"66","volume":"25","author":"DC Broadway","year":"2012","unstructured":"Broadway, D.C.: Visual field testing for glaucoma-a practical guide. Commun. Eye Health 25(79\u201380), 66 (2012)","journal-title":"Commun. Eye Health"},{"issue":"4","key":"6_CR6","doi-asserted-by":"publisher","first-page":"568","DOI":"10.1080\/02713683.2016.1205630","volume":"42","author":"S Cai","year":"2017","unstructured":"Cai, S., Elze, T., Bex, P.J., Wiggs, J.L., Pasquale, L.R., Shen, L.Q.: Clinical correlates of computationally derived visual field defect archetypes in patients from a glaucoma clinic. Curr. Eye Res. 42(4), 568\u2013574 (2017)","journal-title":"Curr. Eye Res."},{"issue":"4","key":"6_CR7","doi-asserted-by":"publisher","first-page":"338","DOI":"10.1080\/00401706.1994.10485840","volume":"36","author":"A Cutler","year":"1994","unstructured":"Cutler, A., Breiman, L.: Archetypal analysis. Technometrics 36(4), 338\u2013347 (1994)","journal-title":"Technometrics"},{"issue":"103","key":"6_CR8","doi-asserted-by":"publisher","first-page":"20141118","DOI":"10.1098\/rsif.2014.1118","volume":"12","author":"T Elze","year":"2015","unstructured":"Elze, T., Pasquale, L.R., Shen, L.Q., Chen, T.C., Wiggs, J.L., Bex, P.J.: Patterns of functional vision loss in glaucoma determined with archetypal analysis. J. R. Soc. Interface 12(103), 20141118 (2015)","journal-title":"J. R. Soc. Interface"},{"key":"6_CR9","doi-asserted-by":"crossref","unstructured":"Eugster, M., Leisch, F.: From spider-man to hero-archetypal analysis in r (2009)","DOI":"10.18637\/jss.v030.i08"},{"issue":"2","key":"6_CR10","doi-asserted-by":"publisher","first-page":"180","DOI":"10.1287\/moor.10.2.180","volume":"10","author":"DS Hochbaum","year":"1985","unstructured":"Hochbaum, D.S., Shmoys, D.B.: A best possible heuristic for the k-center problem. Math. Oper. Res. 10(2), 180\u2013184 (1985)","journal-title":"Math. Oper. Res."},{"key":"6_CR11","unstructured":"Mair, S., Brefeld, U.: Coresets for archetypal analysis. Adv. Neural Inf. Process. Syst. 32 (2019)"},{"key":"6_CR12","unstructured":"Mair, S., Sj\u00f6lund, J.: Archetypal analysis++: rethinking the initialization strategy. Trans. Mach. Learn. Res. (2024)"},{"key":"6_CR13","doi-asserted-by":"crossref","unstructured":"Manners, S., et al.: Epidemiology of field of vision disorders (efovid) study, Western Australia, 1988\u20132022. Report 1: data collection and aggregation protocol. Clin. Exp. Ophthalmol. 52(8), 819\u2013832 (2024)","DOI":"10.1111\/ceo.14422"},{"issue":"1","key":"6_CR14","doi-asserted-by":"publisher","first-page":"2","DOI":"10.1167\/tvst.11.1.1","volume":"11","author":"G Montesano","year":"2022","unstructured":"Montesano, G., Chen, A., Lu, R., Lee, C.S., Lee, A.Y.: UWHVF: a real-world, open source dataset of perimetry tests from the humphrey field analyzer at the university of washington. Transl. Vision Sci. Technol. 11(1), 2\u20132 (2022)","journal-title":"Transl. Vision Sci. Technol."},{"key":"6_CR15","doi-asserted-by":"publisher","first-page":"54","DOI":"10.1016\/j.neucom.2011.06.033","volume":"80","author":"M M\u00f8rup","year":"2012","unstructured":"M\u00f8rup, M., Hansen, L.K.: Archetypal analysis for machine learning and data mining. Neurocomputing 80, 54\u201363 (2012)","journal-title":"Neurocomputing"},{"key":"6_CR16","unstructured":"Motevalli\u00a0Soumehsaraei, B., Barnard, A.: Archetypal analysis package (2019). https:\/\/doi.org\/10.25919\/5d3958889f7ff. cSIRO. v1. Software"},{"key":"6_CR17","doi-asserted-by":"crossref","unstructured":"Pereira, M.L.M., Kim, C.S., Zimmerman, M.B., Alward, W.L., Hayreh, S.S., Kwon, Y.H.: Rate and pattern of visual field decline in primary open-angle glaucoma. Ophthalmology 109(12), 2232\u20132240 (2002)","DOI":"10.1016\/S0161-6420(02)01248-4"},{"key":"6_CR18","unstructured":"Reddy, G.: Practical Guide to Interpret Visual Fields. Jaypee Brothers Medical Publishers (2020)"},{"issue":"1","key":"6_CR19","doi-asserted-by":"publisher","first-page":"60","DOI":"10.1016\/j.ophtha.2010.04.038","volume":"118","author":"AP Tanna","year":"2011","unstructured":"Tanna, A.P., et al.: Interobserver agreement and intraobserver reproducibility of the subjective determination of glaucomatous visual field progression. Ophthalmology 118(1), 60\u201365 (2011)","journal-title":"Ophthalmology"},{"key":"6_CR20","unstructured":"Vassilvitskii, S., Arthur, D.: k-means++: the advantages of careful seeding. In: Proceedings of the Eighteenth Annual ACM-SIAM Symposium on Discrete Algorithms, pp. 1027\u20131035 (2006)"},{"issue":"1","key":"6_CR21","doi-asserted-by":"publisher","first-page":"365","DOI":"10.1167\/iovs.18-25568","volume":"60","author":"M Wang","year":"2019","unstructured":"Wang, M., et al.: An artificial intelligence approach to detect visual field progression in glaucoma based on spatial pattern analysis. Invest. Pphthalmol. Visual Sci. 60(1), 365\u2013375 (2019)","journal-title":"Invest. Pphthalmol. Visual Sci."},{"issue":"4","key":"6_CR22","doi-asserted-by":"publisher","first-page":"600","DOI":"10.1109\/TIP.2003.819861","volume":"13","author":"Z Wang","year":"2004","unstructured":"Wang, Z., Bovik, A.C., Sheikh, H.R., Simoncelli, E.P.: Image quality assessment: from error visibility to structural similarity. IEEE Trans. Image Process. 13(4), 600\u2013612 (2004)","journal-title":"IEEE Trans. Image Process."},{"issue":"1\u20133","key":"6_CR23","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."},{"issue":"12","key":"6_CR24","doi-asserted-by":"publisher","first-page":"1402","DOI":"10.1016\/j.ophtha.2022.07.001","volume":"129","author":"S Yousefi","year":"2022","unstructured":"Yousefi, S., Pasquale, L.R., Boland, M.V., Johnson, C.A.: Machine-identified patterns of visual field loss and an association with rapid progression in the ocular hypertension treatment study. Ophthalmology 129(12), 1402\u20131411 (2022)","journal-title":"Ophthalmology"}],"container-title":["Lecture Notes in Computer Science","Ophthalmic Medical Image Analysis"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-10351-2_6","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,3]],"date-time":"2026-07-03T10:55:21Z","timestamp":1783076121000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-10351-2_6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11,22]]},"ISBN":["9783032103505","9783032103512"],"references-count":24,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-10351-2_6","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,11,22]]},"assertion":[{"value":"22 November 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"OMIA","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Workshop on Ophthalmic Medical Image Analysis","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Daejeon","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Korea (Republic of)","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":"27 September 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"27 September 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"12","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"omia2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}