{"id":"https://openalex.org/W4392182324","doi":"https://doi.org/10.1007/978-3-031-53963-3_27","title":"Parameterization Learning with\u00a0Convolutional Neural Networks for\u00a0Gridded Data Fitting","display_name":"Parameterization Learning with\u00a0Convolutional Neural Networks for\u00a0Gridded Data Fitting","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4392182324","doi":"https://doi.org/10.1007/978-3-031-53963-3_27"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-53963-3_27","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-53963-3_27","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3370","issn":["2367-3370","2367-3389"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-04313411/document","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035862503","display_name":"Michele de Vita","orcid":null},"institutions":[{"id":"https://openalex.org/I45084792","display_name":"University of Florence","ror":"https://ror.org/04jr1s763","country_code":"IT","type":"education","lineage":["https://openalex.org/I45084792"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Michele De Vita","raw_affiliation_strings":["Dipartimento di Matematica e Informatica \u201cU. Dini\u201d, Universit\u00e0 degli Studi di Firenze, Florence, Italy","UniFI - Universit\u00e0 degli Studi di Firenze = University of Florence = Universit\u00e9 de Florence (Piazza di San Marco, 4, 50121 Firenze FI, Italie - Italy)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Matematica e Informatica \u201cU. Dini\u201d, Universit\u00e0 degli Studi di Firenze, Florence, Italy","institution_ids":["https://openalex.org/I45084792"]},{"raw_affiliation_string":"UniFI - Universit\u00e0 degli Studi di Firenze = University of Florence = Universit\u00e9 de Florence (Piazza di San Marco, 4, 50121 Firenze FI, Italie - Italy)","institution_ids":["https://openalex.org/I45084792"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075778105","display_name":"Carlotta Giannelli","orcid":"https://orcid.org/0000-0002-5137-1405"},"institutions":[{"id":"https://openalex.org/I45084792","display_name":"University of Florence","ror":"https://ror.org/04jr1s763","country_code":"IT","type":"education","lineage":["https://openalex.org/I45084792"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Carlotta Giannelli","raw_affiliation_strings":["Dipartimento di Matematica e Informatica \u201cU. Dini\u201d, Universit\u00e0 degli Studi di Firenze, Florence, Italy","DIMAI UniFI - Dipartimento di Matematica e Informatica 'Ulisse Dini' [Firenze] (Department of Mathematics and Computer Science 'Ulisse Dini' \r\nUniversit\u00e0 degli Studi di Firenze \u2014 \r\nViale Morgagni, 67/a - 50134 Firenze - Italy)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Matematica e Informatica \u201cU. Dini\u201d, Universit\u00e0 degli Studi di Firenze, Florence, Italy","institution_ids":["https://openalex.org/I45084792"]},{"raw_affiliation_string":"DIMAI UniFI - Dipartimento di Matematica e Informatica 'Ulisse Dini' [Firenze] (Department of Mathematics and Computer Science 'Ulisse Dini' \r\nUniversit\u00e0 degli Studi di Firenze \u2014 \r\nViale Morgagni, 67/a - 50134 Firenze - Italy)","institution_ids":["https://openalex.org/I45084792"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091295040","display_name":"Sofia Imperatore","orcid":"https://orcid.org/0009-0003-9116-9978"},"institutions":[{"id":"https://openalex.org/I45084792","display_name":"University of Florence","ror":"https://ror.org/04jr1s763","country_code":"IT","type":"education","lineage":["https://openalex.org/I45084792"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Sofia Imperatore","raw_affiliation_strings":["Dipartimento di Matematica e Informatica \u201cU. Dini\u201d, Universit\u00e0 degli Studi di Firenze, Florence, Italy","DIMAI UniFI - Dipartimento di Matematica e Informatica 'Ulisse Dini' [Firenze] (Department of Mathematics and Computer Science 'Ulisse Dini' \r\nUniversit\u00e0 degli Studi di Firenze \u2014 \r\nViale Morgagni, 67/a - 50134 Firenze - Italy)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Matematica e Informatica \u201cU. Dini\u201d, Universit\u00e0 degli Studi di Firenze, Florence, Italy","institution_ids":["https://openalex.org/I45084792"]},{"raw_affiliation_string":"DIMAI UniFI - Dipartimento di Matematica e Informatica 'Ulisse Dini' [Firenze] (Department of Mathematics and Computer Science 'Ulisse Dini' \r\nUniversit\u00e0 degli Studi di Firenze \u2014 \r\nViale Morgagni, 67/a - 50134 Firenze - Italy)","institution_ids":["https://openalex.org/I45084792"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003244178","display_name":"Angelos Mantzaflaris","orcid":"https://orcid.org/0000-0001-7135-1084"},"institutions":[{"id":"https://openalex.org/I201841394","display_name":"Universit\u00e9 C\u00f4te d'Azur","ror":"https://ror.org/019tgvf94","country_code":"FR","type":"education","lineage":["https://openalex.org/I201841394"]},{"id":"https://openalex.org/I4210117840","display_name":"Institut de Biologie Valrose","ror":"https://ror.org/03bnma344","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I201841394","https://openalex.org/I4210096427","https://openalex.org/I4210117840"]},{"id":"https://openalex.org/I4210150884","display_name":"Fondation Sophia Antipolis","ror":"https://ror.org/05nkcfv27","country_code":"FR","type":"other","lineage":["https://openalex.org/I4210150884"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Angelos Mantzaflaris","raw_affiliation_strings":["Centre Inria of the French Riviera University, Sophia Antipolis, Valbonne, France","AROMATH - AlgebRe, geOmetrie, Modelisation et AlgoriTHmes (2004 route des Lucioles BP 93 06902 Sophia Antipolis cedex - France)","UniCA - Universit\u00e9 C\u00f4te d'Azur (Parc Valrose, 28, avenue Valrose 06108 Nice Cedex 2 - France)","Inria - Institut National de Recherche en Informatique et en Automatique (Domaine de Voluceau\r\nRocquencourt - BP 105\r\n78153 Le Chesnay Cedex - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre Inria of the French Riviera University, Sophia Antipolis, Valbonne, France","institution_ids":["https://openalex.org/I4210150884","https://openalex.org/I1326498283"]},{"raw_affiliation_string":"AROMATH - AlgebRe, geOmetrie, Modelisation et AlgoriTHmes (2004 route des Lucioles BP 93 06902 Sophia Antipolis cedex - France)","institution_ids":[]},{"raw_affiliation_string":"UniCA - Universit\u00e9 C\u00f4te d'Azur (Parc Valrose, 28, avenue Valrose 06108 Nice Cedex 2 - France)","institution_ids":["https://openalex.org/I4210117840","https://openalex.org/I201841394"]},{"raw_affiliation_string":"Inria - Institut National de Recherche en Informatique et en Automatique (Domaine de Voluceau\r\nRocquencourt - BP 105\r\n78153 Le Chesnay Cedex - France)","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5091295040"],"corresponding_institution_ids":["https://openalex.org/I45084792"],"apc_list":null,"apc_paid":null,"fwci":20.8349,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.98975672,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"393","last_page":"412"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11245","display_name":"Advanced Numerical Analysis Techniques","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11245","display_name":"Advanced Numerical Analysis Techniques","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10638","display_name":"Optical measurement and interference techniques","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10719","display_name":"3D Shape Modeling and Analysis","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/univariate","display_name":"Univariate","score":0.707563579082489},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6618381142616272},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.6026716828346252},{"id":"https://openalex.org/keywords/point-cloud","display_name":"Point cloud","score":0.5679628252983093},{"id":"https://openalex.org/keywords/spline","display_name":"Spline (mechanical)","score":0.5224277377128601},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.48590388894081116},{"id":"https://openalex.org/keywords/parametric-statistics","display_name":"Parametric statistics","score":0.48427098989486694},{"id":"https://openalex.org/keywords/dimension","display_name":"Dimension (graph theory)","score":0.4780455231666565},{"id":"https://openalex.org/keywords/bivariate-analysis","display_name":"Bivariate analysis","score":0.47457411885261536},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4686205983161926},{"id":"https://openalex.org/keywords/data-point","display_name":"Data point","score":0.44686901569366455},{"id":"https://openalex.org/keywords/polynomial","display_name":"Polynomial","score":0.4387591481208801},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4302200675010681},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3611519932746887},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.3034501075744629},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25798773765563965},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.21944856643676758},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20295152068138123},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.0983228087425232},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.08993396162986755}],"concepts":[{"id":"https://openalex.org/C199163554","wikidata":"https://www.wikidata.org/wiki/Q1681619","display_name":"Univariate","level":3,"score":0.707563579082489},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6618381142616272},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.6026716828346252},{"id":"https://openalex.org/C131979681","wikidata":"https://www.wikidata.org/wiki/Q1899648","display_name":"Point cloud","level":2,"score":0.5679628252983093},{"id":"https://openalex.org/C10390562","wikidata":"https://www.wikidata.org/wiki/Q581809","display_name":"Spline (mechanical)","level":2,"score":0.5224277377128601},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.48590388894081116},{"id":"https://openalex.org/C117251300","wikidata":"https://www.wikidata.org/wiki/Q1849855","display_name":"Parametric statistics","level":2,"score":0.48427098989486694},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.4780455231666565},{"id":"https://openalex.org/C64341305","wikidata":"https://www.wikidata.org/wiki/Q4919225","display_name":"Bivariate analysis","level":2,"score":0.47457411885261536},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4686205983161926},{"id":"https://openalex.org/C21080849","wikidata":"https://www.wikidata.org/wiki/Q13611879","display_name":"Data point","level":2,"score":0.44686901569366455},{"id":"https://openalex.org/C90119067","wikidata":"https://www.wikidata.org/wiki/Q43260","display_name":"Polynomial","level":2,"score":0.4387591481208801},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4302200675010681},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3611519932746887},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.3034501075744629},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25798773765563965},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.21944856643676758},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20295152068138123},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0983228087425232},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.08993396162986755},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/978-3-031-53963-3_27","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-53963-3_27","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3370","issn":["2367-3370","2367-3389"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"},{"id":"pmh:oai:HAL:hal-04313411v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04313411","pdf_url":"https://hal.science/hal-04313411/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Advances in Information and Communication, 920, Springer Nature Switzerland; Springer Nature Switzerland, pp.393-412, 2024, Lecture Notes in Networks and Systems, &#x27E8;10.1007/978-3-031-53963-3_27&#x27E9;","raw_type":"info:eu-repo/semantics/bookPart"},{"id":"pmh:oai:flore.unifi.it:2158/1341671","is_oa":false,"landing_page_url":"https://hdl.handle.net/2158/1341671","pdf_url":null,"source":{"id":"https://openalex.org/S4306402033","display_name":"Florence Research (University of Florence)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45084792","host_organization_name":"University of Florence","host_organization_lineage":["https://openalex.org/I45084792"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/bookPart"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-04313411v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04313411","pdf_url":"https://hal.science/hal-04313411/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Advances in Information and Communication, 920, Springer Nature Switzerland; Springer Nature Switzerland, pp.393-412, 2024, Lecture Notes in Networks and Systems, &#x27E8;10.1007/978-3-031-53963-3_27&#x27E9;","raw_type":"info:eu-repo/semantics/bookPart"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8447672275","display_name":null,"funder_award_id":"860843","funder_id":"https://openalex.org/F4320332999","funder_display_name":"Horizon 2020 Framework Programme"}],"funders":[{"id":"https://openalex.org/F4320311030","display_name":"Istituto Nazionale di Alta Matematica \"Francesco Severi\"","ror":"https://ror.org/01vx64p53"},{"id":"https://openalex.org/F4320332999","display_name":"Horizon 2020 Framework Programme","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320334079","display_name":"Gruppo Nazionale per il Calcolo Scientifico","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4392182324.pdf"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1508322050","https://openalex.org/W1979245620","https://openalex.org/W2004909834","https://openalex.org/W2055177772","https://openalex.org/W2081893716","https://openalex.org/W2101071296","https://openalex.org/W2108502495","https://openalex.org/W2275397232","https://openalex.org/W2528305538","https://openalex.org/W2618530766","https://openalex.org/W2790242548","https://openalex.org/W2884651683","https://openalex.org/W2979750740","https://openalex.org/W2998351647","https://openalex.org/W3012444686","https://openalex.org/W3137568919","https://openalex.org/W3166461678","https://openalex.org/W4235434335","https://openalex.org/W4249661461","https://openalex.org/W4394029654"],"related_works":["https://openalex.org/W4394590985","https://openalex.org/W2348840575","https://openalex.org/W2030498341","https://openalex.org/W3122841410","https://openalex.org/W2046205453","https://openalex.org/W2770017172","https://openalex.org/W89977309","https://openalex.org/W2183901182","https://openalex.org/W2030930882","https://openalex.org/W4300013323"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}
