{"id":"https://openalex.org/W2890449542","doi":"https://doi.org/10.1109/aipr.2017.8457952","title":"Generative Adversarial Networks for Classification","display_name":"Generative Adversarial Networks for Classification","publication_year":2017,"publication_date":"2017-10-01","ids":{"openalex":"https://openalex.org/W2890449542","doi":"https://doi.org/10.1109/aipr.2017.8457952","mag":"2890449542"},"language":"en","primary_location":{"id":"doi:10.1109/aipr.2017.8457952","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aipr.2017.8457952","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE Applied Imagery Pattern Recognition Workshop (AIPR)","raw_type":"proceedings-article"},"type":"article","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/A5004270568","display_name":"Steven A. Israel","orcid":null},"institutions":[{"id":"https://openalex.org/I1306686416","display_name":"RTX (United States)","ror":"https://ror.org/0354t7b78","country_code":"US","type":"company","lineage":["https://openalex.org/I1306686416"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Steven A. Israel","raw_affiliation_strings":["Raytheon IIS, Sterling, Viginia"],"affiliations":[{"raw_affiliation_string":"Raytheon IIS, Sterling, Viginia","institution_ids":["https://openalex.org/I1306686416"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113173708","display_name":"J. Goldstein","orcid":null},"institutions":[{"id":"https://openalex.org/I1306686416","display_name":"RTX (United States)","ror":"https://ror.org/0354t7b78","country_code":"US","type":"company","lineage":["https://openalex.org/I1306686416"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"J.H. Goldstein","raw_affiliation_strings":["Raytheon IIS, Sterling, Viginia"],"affiliations":[{"raw_affiliation_string":"Raytheon IIS, Sterling, Viginia","institution_ids":["https://openalex.org/I1306686416"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078680495","display_name":"Jeffrey S. Klein","orcid":"https://orcid.org/0000-0002-6099-4639"},"institutions":[{"id":"https://openalex.org/I1306686416","display_name":"RTX (United States)","ror":"https://ror.org/0354t7b78","country_code":"US","type":"company","lineage":["https://openalex.org/I1306686416"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey S. Klein","raw_affiliation_strings":["Raytheon IIS, Sterling, Viginia"],"affiliations":[{"raw_affiliation_string":"Raytheon IIS, Sterling, Viginia","institution_ids":["https://openalex.org/I1306686416"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015303559","display_name":"James Talamonti","orcid":null},"institutions":[{"id":"https://openalex.org/I1306686416","display_name":"RTX (United States)","ror":"https://ror.org/0354t7b78","country_code":"US","type":"company","lineage":["https://openalex.org/I1306686416"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"James Talamonti","raw_affiliation_strings":["Raytheon IIS, Sterling, Viginia"],"affiliations":[{"raw_affiliation_string":"Raytheon IIS, Sterling, Viginia","institution_ids":["https://openalex.org/I1306686416"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072909722","display_name":"Franklin Tanner","orcid":null},"institutions":[{"id":"https://openalex.org/I1306686416","display_name":"RTX (United States)","ror":"https://ror.org/0354t7b78","country_code":"US","type":"company","lineage":["https://openalex.org/I1306686416"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Franklin Tanner","raw_affiliation_strings":["Raytheon IIS, Sterling, Viginia"],"affiliations":[{"raw_affiliation_string":"Raytheon IIS, Sterling, Viginia","institution_ids":["https://openalex.org/I1306686416"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074423976","display_name":"Shane Zabel","orcid":null},"institutions":[{"id":"https://openalex.org/I1306686416","display_name":"RTX (United States)","ror":"https://ror.org/0354t7b78","country_code":"US","type":"company","lineage":["https://openalex.org/I1306686416"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shane Zabel","raw_affiliation_strings":["Raytheon IIS, Sterling, Viginia"],"affiliations":[{"raw_affiliation_string":"Raytheon IIS, Sterling, Viginia","institution_ids":["https://openalex.org/I1306686416"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056662486","display_name":"Philip Andrew Sallee","orcid":null},"institutions":[{"id":"https://openalex.org/I1306686416","display_name":"RTX (United States)","ror":"https://ror.org/0354t7b78","country_code":"US","type":"company","lineage":["https://openalex.org/I1306686416"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Philip A. Sallee","raw_affiliation_strings":["Raytheon IIS, Sterling, Viginia"],"affiliations":[{"raw_affiliation_string":"Raytheon IIS, Sterling, Viginia","institution_ids":["https://openalex.org/I1306686416"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113726645","display_name":"Lisa A. McCoy","orcid":null},"institutions":[{"id":"https://openalex.org/I1306686416","display_name":"RTX (United States)","ror":"https://ror.org/0354t7b78","country_code":"US","type":"company","lineage":["https://openalex.org/I1306686416"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lisa McCoy","raw_affiliation_strings":["Raytheon IIS, Sterling, Viginia"],"affiliations":[{"raw_affiliation_string":"Raytheon IIS, Sterling, Viginia","institution_ids":["https://openalex.org/I1306686416"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5004270568"],"corresponding_institution_ids":["https://openalex.org/I1306686416"],"apc_list":null,"apc_paid":null,"fwci":1.9502,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.89909284,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11871","display_name":"Advanced Statistical Methods and Models","score":0.9865999817848206,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.9086081385612488},{"id":"https://openalex.org/keywords/discriminator","display_name":"Discriminator","score":0.8564975261688232},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7707798480987549},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.676437497138977},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6666720509529114},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.6651905179023743},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6077706813812256},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5988885164260864},{"id":"https://openalex.org/keywords/generative-adversarial-network","display_name":"Generative adversarial network","score":0.5727353692054749},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.44667360186576843},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.442261278629303},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.4360577166080475},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.2672499716281891}],"concepts":[{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.9086081385612488},{"id":"https://openalex.org/C2779803651","wikidata":"https://www.wikidata.org/wiki/Q5282088","display_name":"Discriminator","level":3,"score":0.8564975261688232},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7707798480987549},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.676437497138977},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6666720509529114},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.6651905179023743},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6077706813812256},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5988885164260864},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.5727353692054749},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.44667360186576843},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.442261278629303},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.4360577166080475},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2672499716281891},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","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/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/aipr.2017.8457952","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aipr.2017.8457952","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE Applied Imagery Pattern Recognition Workshop (AIPR)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.7599999904632568}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1482289351","https://openalex.org/W1494131642","https://openalex.org/W1495837896","https://openalex.org/W1580142630","https://openalex.org/W1710476689","https://openalex.org/W2098057602","https://openalex.org/W2101927907","https://openalex.org/W2109255472","https://openalex.org/W2118253340","https://openalex.org/W2135900825","https://openalex.org/W2152105062","https://openalex.org/W2161336914","https://openalex.org/W2285660444","https://openalex.org/W2515174616","https://openalex.org/W2526755872","https://openalex.org/W2762941833","https://openalex.org/W2950656546","https://openalex.org/W3104946370","https://openalex.org/W4298289240","https://openalex.org/W6635058605","https://openalex.org/W6637568146","https://openalex.org/W6661021596","https://openalex.org/W6764273044"],"related_works":["https://openalex.org/W2995777218","https://openalex.org/W3217069185","https://openalex.org/W4308928038","https://openalex.org/W3049340819","https://openalex.org/W4200430540","https://openalex.org/W3141413246","https://openalex.org/W4391792221","https://openalex.org/W4322709305","https://openalex.org/W2808862658","https://openalex.org/W4391899165"],"abstract_inverted_index":{"Our":[0],"team":[1],"is":[2],"reviewing":[3],"tools":[4],"and":[5,28,53,64,93],"techniques":[6],"that":[7],"enable":[8],"rapid":[9],"prototyping.":[10],"Generative":[11],"Adversarial":[12],"Networks":[13],"(GANs)":[14],"have":[15],"been":[16],"shown":[17],"to":[18,31,45,59],"reduce":[19],"training":[20,54,81],"requirements":[21],"for":[22],"detection":[23,33,43],"problems.":[24,48],"GANs":[25,41,87],"compete":[26],"generative":[27],"discriminative":[29,62],"classifiers":[30,100],"improve":[32],"performance.":[34],"This":[35],"paper":[36],"expands":[37],"the":[38,60,77,86,98],"use":[39],"of":[40,76],"from":[42],"(k=2)":[44],"classification":[46],"(k>2)":[47],"Several":[49],"GAN":[50],"network":[51,63,78,91],"structures":[52],"set":[55,82],"sizes":[56],"were":[57],"compared":[58],"baseline":[61],"Bayes'":[65],"classifiers.":[66],"The":[67],"results":[68],"show":[69],"no":[70],"significant":[71],"performance":[72],"differences":[73],"among":[74],"any":[75],"configurations":[79],"or":[80],"size":[83],"trials.":[84],"However,":[85],"trained":[88],"with":[89],"fewer":[90],"nodes":[92],"iterations":[94],"than":[95],"needed":[96],"by":[97],"discriminator":[99],"alone.":[101]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
