{"id":"https://openalex.org/W3004084525","doi":"https://doi.org/10.1007/978-3-030-32583-1_13","title":"The Rise of Data-Driven Models in Presentation Attack Detection","display_name":"The Rise of Data-Driven Models in Presentation Attack Detection","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3004084525","doi":"https://doi.org/10.1007/978-3-030-32583-1_13","mag":"3004084525"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-32583-1_13","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-32583-1_13","pdf_url":null,"source":{"id":"https://openalex.org/S4210198079","display_name":"Unsupervised and semi-supervised learning","issn_l":"2522-848X","issn":["2522-848X","2522-8498"],"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":"Unsupervised and Semi-Supervised Learning","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102013214","display_name":"Lu\u00eds A. M. Pereira","orcid":"https://orcid.org/0000-0002-0628-4847"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Luis A. M. Pereira","raw_affiliation_strings":["Reasoning for Complex Data Laboratory, Institute of Computing, University of Campinas, Campinas, SP, Brazil"],"affiliations":[{"raw_affiliation_string":"Reasoning for Complex Data Laboratory, Institute of Computing, University of Campinas, Campinas, SP, Brazil","institution_ids":["https://openalex.org/I181391015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068649110","display_name":"Allan Pinto","orcid":"https://orcid.org/0000-0003-3765-8300"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Allan Pinto","raw_affiliation_strings":["Reasoning for Complex Data Laboratory, Institute of Computing, University of Campinas, Campinas, SP, Brazil"],"affiliations":[{"raw_affiliation_string":"Reasoning for Complex Data Laboratory, Institute of Computing, University of Campinas, Campinas, SP, Brazil","institution_ids":["https://openalex.org/I181391015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042846340","display_name":"Fernanda Andal\u00f3","orcid":"https://orcid.org/0000-0002-5243-0921"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Fernanda A. Andal\u00f3","raw_affiliation_strings":["Reasoning for Complex Data Laboratory, Institute of Computing, University of Campinas, Campinas, SP, Brazil"],"affiliations":[{"raw_affiliation_string":"Reasoning for Complex Data Laboratory, Institute of Computing, University of Campinas, Campinas, SP, Brazil","institution_ids":["https://openalex.org/I181391015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021892241","display_name":"Alexandre Ferreira","orcid":"https://orcid.org/0000-0002-0512-506X"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Alexandre M. Ferreira","raw_affiliation_strings":["Reasoning for Complex Data Laboratory, Institute of Computing, University of Campinas, Campinas, SP, Brazil"],"affiliations":[{"raw_affiliation_string":"Reasoning for Complex Data Laboratory, Institute of Computing, University of Campinas, Campinas, SP, Brazil","institution_ids":["https://openalex.org/I181391015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047058508","display_name":"Bahram Lavi","orcid":"https://orcid.org/0000-0002-9226-9116"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Bahram Lavi","raw_affiliation_strings":["Reasoning for Complex Data Laboratory, Institute of Computing, University of Campinas, Campinas, SP, Brazil"],"affiliations":[{"raw_affiliation_string":"Reasoning for Complex Data Laboratory, Institute of Computing, University of Campinas, Campinas, SP, Brazil","institution_ids":["https://openalex.org/I181391015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043567348","display_name":"Aurea Soriano-Vargas","orcid":"https://orcid.org/0000-0002-8429-4119"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Aurea Soriano-Vargas","raw_affiliation_strings":["Reasoning for Complex Data Laboratory, Institute of Computing, University of Campinas, Campinas, SP, Brazil"],"affiliations":[{"raw_affiliation_string":"Reasoning for Complex Data Laboratory, Institute of Computing, University of Campinas, Campinas, SP, Brazil","institution_ids":["https://openalex.org/I181391015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043444776","display_name":"Marcos Cirne","orcid":"https://orcid.org/0000-0001-7266-9211"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Marcos V. M. Cirne","raw_affiliation_strings":["Reasoning for Complex Data Laboratory, Institute of Computing, University of Campinas, Campinas, SP, Brazil"],"affiliations":[{"raw_affiliation_string":"Reasoning for Complex Data Laboratory, Institute of Computing, University of Campinas, Campinas, SP, Brazil","institution_ids":["https://openalex.org/I181391015"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043147904","display_name":"Anderson Rocha","orcid":"https://orcid.org/0000-0002-4236-8212"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Anderson Rocha","raw_affiliation_strings":["Reasoning for Complex Data Laboratory, Institute of Computing, University of Campinas, Campinas, SP, Brazil"],"affiliations":[{"raw_affiliation_string":"Reasoning for Complex Data Laboratory, Institute of Computing, University of Campinas, Campinas, SP, Brazil","institution_ids":["https://openalex.org/I181391015"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5102013214"],"corresponding_institution_ids":["https://openalex.org/I181391015"],"apc_list":null,"apc_paid":null,"fwci":1.108,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.74605598,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"289","last_page":"311"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10828","display_name":"Biometric Identification and Security","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10828","display_name":"Biometric Identification and Security","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11448","display_name":"Face recognition and analysis","score":0.9932000041007996,"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/T11800","display_name":"User Authentication and Security Systems","score":0.9793000221252441,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/biometrics","display_name":"Biometrics","score":0.814672589302063},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7565016746520996},{"id":"https://openalex.org/keywords/morphing","display_name":"Morphing","score":0.7394124865531921},{"id":"https://openalex.org/keywords/presentation","display_name":"Presentation (obstetrics)","score":0.5476844906806946},{"id":"https://openalex.org/keywords/fingerprint","display_name":"Fingerprint (computing)","score":0.5429044365882874},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4887223243713379},{"id":"https://openalex.org/keywords/complement","display_name":"Complement (music)","score":0.4793482720851898},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4746052622795105},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.4263344407081604},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.4262649416923523},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.41446924209594727},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3215561509132385}],"concepts":[{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.814672589302063},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7565016746520996},{"id":"https://openalex.org/C50637493","wikidata":"https://www.wikidata.org/wiki/Q1136781","display_name":"Morphing","level":2,"score":0.7394124865531921},{"id":"https://openalex.org/C2777601897","wikidata":"https://www.wikidata.org/wiki/Q3409113","display_name":"Presentation (obstetrics)","level":2,"score":0.5476844906806946},{"id":"https://openalex.org/C2777826928","wikidata":"https://www.wikidata.org/wiki/Q3745713","display_name":"Fingerprint (computing)","level":2,"score":0.5429044365882874},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4887223243713379},{"id":"https://openalex.org/C112313634","wikidata":"https://www.wikidata.org/wiki/Q7886648","display_name":"Complement (music)","level":5,"score":0.4793482720851898},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4746052622795105},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.4263344407081604},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.4262649416923523},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.41446924209594727},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3215561509132385},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C127716648","wikidata":"https://www.wikidata.org/wiki/Q104053","display_name":"Phenotype","level":3,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C188082640","wikidata":"https://www.wikidata.org/wiki/Q1780899","display_name":"Complementation","level":4,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-030-32583-1_13","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-32583-1_13","pdf_url":null,"source":{"id":"https://openalex.org/S4210198079","display_name":"Unsupervised and semi-supervised learning","issn_l":"2522-848X","issn":["2522-848X","2522-8498"],"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":"Unsupervised and Semi-Supervised Learning","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.8399999737739563}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":74,"referenced_works":["https://openalex.org/W53857759","https://openalex.org/W118835214","https://openalex.org/W1558778037","https://openalex.org/W1584545576","https://openalex.org/W1686810756","https://openalex.org/W1879242765","https://openalex.org/W1889383825","https://openalex.org/W1923137425","https://openalex.org/W1982209341","https://openalex.org/W1985110735","https://openalex.org/W1992358283","https://openalex.org/W2027539209","https://openalex.org/W2047575506","https://openalex.org/W2097117768","https://openalex.org/W2103869071","https://openalex.org/W2106411961","https://openalex.org/W2113207845","https://openalex.org/W2125097298","https://openalex.org/W2125320497","https://openalex.org/W2136975665","https://openalex.org/W2140959843","https://openalex.org/W2144161366","https://openalex.org/W2151270693","https://openalex.org/W2163487272","https://openalex.org/W2163605009","https://openalex.org/W2285045461","https://openalex.org/W2304245051","https://openalex.org/W2418633638","https://openalex.org/W2521545208","https://openalex.org/W2522022342","https://openalex.org/W2553683761","https://openalex.org/W2560042709","https://openalex.org/W2566901515","https://openalex.org/W2594656819","https://openalex.org/W2608997542","https://openalex.org/W2609559115","https://openalex.org/W2613902731","https://openalex.org/W2728977829","https://openalex.org/W2736053388","https://openalex.org/W2736967564","https://openalex.org/W2765247453","https://openalex.org/W2765755153","https://openalex.org/W2766738988","https://openalex.org/W2769360815","https://openalex.org/W2787293095","https://openalex.org/W2787557419","https://openalex.org/W2787609376","https://openalex.org/W2790385680","https://openalex.org/W2792557137","https://openalex.org/W2798097728","https://openalex.org/W2800327877","https://openalex.org/W2887396754","https://openalex.org/W2888427712","https://openalex.org/W2891635417","https://openalex.org/W2898885647","https://openalex.org/W2908581517","https://openalex.org/W3101554807","https://openalex.org/W3101824741","https://openalex.org/W6600005967","https://openalex.org/W6600103761","https://openalex.org/W6600195515","https://openalex.org/W6600274734","https://openalex.org/W6600741150","https://openalex.org/W6601381188","https://openalex.org/W6602242674","https://openalex.org/W6603850445","https://openalex.org/W6603942782","https://openalex.org/W6605217672","https://openalex.org/W6605907427","https://openalex.org/W6607786901","https://openalex.org/W6639506668","https://openalex.org/W6776925098","https://openalex.org/W6813649573","https://openalex.org/W6857275107"],"related_works":["https://openalex.org/W2324913528","https://openalex.org/W4286850645","https://openalex.org/W4251218796","https://openalex.org/W4366758538","https://openalex.org/W3216762460","https://openalex.org/W2098137806","https://openalex.org/W4242389311","https://openalex.org/W3186285098","https://openalex.org/W1548715306","https://openalex.org/W4247366513"],"abstract_inverted_index":null,"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}