{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,9]],"date-time":"2026-05-09T23:08:52Z","timestamp":1778368132827,"version":"3.51.4"},"publisher-location":"Cham","reference-count":17,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032191076","type":"print"},{"value":"9783032191083","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"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\/978-3-032-19108-3_20","type":"book-chapter","created":{"date-parts":[[2026,5,9]],"date-time":"2026-05-09T22:14:39Z","timestamp":1778364879000},"page":"279-286","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Distribution of\u00a0Phytoplankton Assemblages Accross Fine-Scale Structures Revealed by\u00a0Earth Observation Data: A Mediterranean Sea Case Study"],"prefix":"10.1007","author":[{"given":"Th\u00e9o","family":"Garcia","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Louise","family":"Rousselet","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Laurina","family":"Oms","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xavier","family":"Milhaud","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Andrea","family":"Doglioli","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Monique","family":"Messi\u00e9","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Claire","family":"Lacour","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pierre","family":"Vandekerkhove","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Francesco","family":"d\u2019Ovidio","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Julien","family":"Le Sommer","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"G\u00e9rald","family":"Gr\u00e9gori","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Denys","family":"Pommeret","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2026,5,1]]},"reference":[{"issue":"43","key":"20_CR1","doi-asserted-by":"publisher","first-page":"18366","DOI":"10.1073\/pnas.1004620107","volume":"107","author":"F d\u2019Ovidio","year":"2010","unstructured":"d\u2019Ovidio, F., De Monte, S., Alvain, S., Dandonneau, Y., L\u00e9vy, M.: Fluid dynamical niches of phytoplankton types. Proc. Natl. Acad. Sci. 107(43), 18366\u201318370 (2010)","journal-title":"Proc. Natl. Acad. Sci."},{"issue":"7","key":"20_CR2","doi-asserted-by":"publisher","first-page":"20220207","DOI":"10.1098\/rsbl.2022.0207","volume":"18","author":"L Kl\u00e9parski","year":"2022","unstructured":"Kl\u00e9parski, L., Beaugrand, G., Kirby, R.R.: How do plankton species coexist in an apparently unstructured environment? Biol. Let. 18(7), 20220207 (2022)","journal-title":"Biol. Let."},{"issue":"1","key":"20_CR3","doi-asserted-by":"publisher","first-page":"191","DOI":"10.1146\/annurev-marine-020723-020531","volume":"16","author":"M L\u00e9vy","year":"2024","unstructured":"L\u00e9vy, M., Couespel, D., Ha\u00ebck, C., Keerthi, M.G., Mangolte, I., Prend, C.J.: The impact of fine-scale currents on biogeochemical cycles in a changing ocean. Ann. Rev. Mar. Sci. 16(1), 191\u2013215 (2024)","journal-title":"Ann. Rev. Mar. Sci."},{"key":"20_CR4","doi-asserted-by":"crossref","unstructured":"Ballarotta, M., et al.: Integrating wide-swath altimetry data into Level-4 multi-mission maps. Ocean Sci. 21(1), 63\u201380 (2025)","DOI":"10.5194\/os-21-63-2025"},{"key":"20_CR5","doi-asserted-by":"publisher","first-page":"113","DOI":"10.1016\/j.ecolmodel.2012.03.001","volume":"240","author":"C Crisci","year":"2012","unstructured":"Crisci, C., Ghattas, B., Perera, G.: A review of supervised machine learning algorithms and their applications to ecological data. Ecol. Model. 240, 113\u2013122 (2012)","journal-title":"Ecol. Model."},{"issue":"4","key":"20_CR6","doi-asserted-by":"publisher","first-page":"994","DOI":"10.1111\/2041-210X.14061","volume":"14","author":"M Pichler","year":"2023","unstructured":"Pichler, M., Hartig, F.: Machine learning and deep learning\u2013a review for ecologists. Methods Ecol. Evol. 14(4), 994\u20131016 (2023)","journal-title":"Methods Ecol. Evol."},{"key":"20_CR7","unstructured":"MERMEX Group, de Madron, X. D., Guieu, C., Semp\u00e9r\u00e9, R., Conan, P., Cossa, D., Verney, R.: Marine ecosystems\u2019 responses to climatic and anthropogenic forcings in the Mediterranean. Prog. Oceanography, 91(2), 97\u2013166 (2011)"},{"key":"20_CR8","doi-asserted-by":"crossref","unstructured":"Xi, H., et al.: Global retrieval of phytoplankton functional types based on empirical orthogonal functions using CMEMS GlobColour merged products and further extension to OLCI data. Rem. Sens. Envir. 240, pp. 111704 (2020)","DOI":"10.1016\/j.rse.2020.111704"},{"key":"20_CR9","doi-asserted-by":"crossref","unstructured":"Le Guillou, F., Rio, M. H., Ciani, D., Storto, A., Buongiorno Nardelli, B.: Simultaneous dynamical reconstructions of Sea Surface Height and Temperature from multi-sensor satellite observations. In: EGU General Assembly Conference Abstracts, pp. 17175 (2024)","DOI":"10.5194\/egusphere-egu24-17175"},{"key":"20_CR10","doi-asserted-by":"crossref","unstructured":"Rousselet, L., et al.: A software package for an adaptive satellite-based sampling for oceanographic cruises (SPASSOv2. 0): tracking fine scale features for physical and biogeochemical studies. J. Atmospheric Oceanic Technol. (2025)","DOI":"10.1175\/JTECH-D-24-0071.1"},{"issue":"8","key":"20_CR11","doi-asserted-by":"publisher","first-page":"2411","DOI":"10.5194\/bg-15-2411-2018","volume":"15","author":"L Rousselet","year":"2018","unstructured":"Rousselet, L., et al.: Large-to submesoscale surface circulation and its implications on biogeochemical\/biological horizontal distributions during the OUTPACE cruise (southwest Pacific). Biogeosciences 15(8), 2411\u20132431 (2018)","journal-title":"Biogeosciences"},{"key":"20_CR12","unstructured":"Birg\u00e9, L. : Approximation et estimation dans les mod\u00e8les \u00e0 m\u00e9langes. Annales de l\u2019I.H.P. Probabilit\u00e9s et Statistiques, 19(3), 295\u2013320 (1983)"},{"key":"20_CR13","doi-asserted-by":"crossref","unstructured":"Scrucca, L., Fraley, C., Murphy, T.B., Raftery, A.E.: Model-based clustering, classification, and density estimation using mclust in R. Chapman and Hall\/CRC. (2023)","DOI":"10.1201\/9781003277965"},{"issue":"5","key":"20_CR14","doi-asserted-by":"publisher","first-page":"341","DOI":"10.1002\/widm.1135","volume":"4","author":"GJ McLachlan","year":"2014","unstructured":"McLachlan, G.J., Rathnayake, S.: On the number of components in a Gaussian mixture model. Wiley Interdisciplinary Rev. Data Min. Knowledge Discovery 4(5), 341\u2013355 (2014)","journal-title":"Wiley Interdisciplinary Rev. Data Min. Knowledge Discovery"},{"issue":"5","key":"20_CR15","doi-asserted-by":"publisher","first-page":"1543","DOI":"10.5194\/bg-7-1543-2010","volume":"7","author":"I Siokou-Frangou","year":"2010","unstructured":"Siokou-Frangou, I., et al.: Plankton in the open Mediterranean Sea: a review. Biogeosciences 7(5), 1543\u20131586 (2010)","journal-title":"Biogeosciences"},{"issue":"6","key":"20_CR16","doi-asserted-by":"publisher","first-page":"1901","DOI":"10.5194\/bg-13-1901-2016","volume":"13","author":"N Mayot","year":"2016","unstructured":"Mayot, N., d\u2019Ortenzio, F., Ribera d\u2019Alcal\u00e0, M., Lavigne, H., Claustre, H.: Interannual variability of the Mediterranean trophic regimes from ocean color satellites. Biogeosciences 13(6), 1901\u20131917 (2016)","journal-title":"Biogeosciences"},{"issue":"1","key":"20_CR17","doi-asserted-by":"publisher","first-page":"4758","DOI":"10.1038\/s41467-018-07059-3","volume":"9","author":"M L\u00e9vy","year":"2018","unstructured":"L\u00e9vy, M., Peter, J.S.F., Smith, K.S.: The role of submesoscale currents in structuring marine ecosystems. Nat. Commun. 9(1), 4758 (2018)","journal-title":"Nat. Commun."}],"container-title":["Communications in Computer and Information Science","Machine Learning and Principles and Practice of Knowledge Discovery in Databases"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-19108-3_20","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,9]],"date-time":"2026-05-09T22:14:41Z","timestamp":1778364881000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-19108-3_20"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9783032191076","9783032191083"],"references-count":17,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-19108-3_20","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"value":"1865-0929","type":"print"},{"value":"1865-0937","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"1 May 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"The authors have no competing interests to declare that are relevant to the content of this article.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interest"}},{"value":"ECML PKDD","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Joint European Conference on Machine Learning and Knowledge Discovery in Databases","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Porto","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Portugal","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":"15 September 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19 September 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ecml2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/ecmlpkdd.org\/2025\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}