{"id":"https://openalex.org/W3117559565","doi":"https://doi.org/10.3390/fi13010003","title":"Authorship Identification of a Russian-Language Text Using Support Vector Machine and Deep Neural Networks","display_name":"Authorship Identification of a Russian-Language Text Using Support Vector Machine and Deep Neural Networks","publication_year":2020,"publication_date":"2020-12-25","ids":{"openalex":"https://openalex.org/W3117559565","doi":"https://doi.org/10.3390/fi13010003","mag":"3117559565"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi13010003","pdf_url":"https://www.mdpi.com/1999-5903/13/1/3/pdf?version=1609144197","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"type":"article","type_crossref":"journal-article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-5903/13/1/3/pdf?version=1609144197","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047524267","display_name":"Aleksandr Romanov","orcid":"https://orcid.org/0000-0002-2587-2222"},"institutions":[{"id":"https://openalex.org/I114376631","display_name":"Tomsk State University of Control Systems and Radio-Electronics","ror":"https://ror.org/032j5hw78","country_code":"RU","type":"education","lineage":["https://openalex.org/I114376631"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Aleksandr Romanov","raw_affiliation_strings":["Department of Security, Tomsk State University of Control Systems and Radioelectronics, 634050 Tomsk, Russia"],"affiliations":[{"raw_affiliation_string":"Department of Security, Tomsk State University of Control Systems and Radioelectronics, 634050 Tomsk, Russia","institution_ids":["https://openalex.org/I114376631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058040901","display_name":"Anna Kurtukova","orcid":"https://orcid.org/0000-0001-5619-1836"},"institutions":[{"id":"https://openalex.org/I114376631","display_name":"Tomsk State University of Control Systems and Radio-Electronics","ror":"https://ror.org/032j5hw78","country_code":"RU","type":"education","lineage":["https://openalex.org/I114376631"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"Anna Kurtukova","raw_affiliation_strings":["Department of Security, Tomsk State University of Control Systems and Radioelectronics, 634050 Tomsk, Russia"],"affiliations":[{"raw_affiliation_string":"Department of Security, Tomsk State University of Control Systems and Radioelectronics, 634050 Tomsk, Russia","institution_ids":["https://openalex.org/I114376631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029791948","display_name":"Alexander Shelupanov","orcid":"https://orcid.org/0000-0003-2393-6701"},"institutions":[{"id":"https://openalex.org/I114376631","display_name":"Tomsk State University of Control Systems and Radio-Electronics","ror":"https://ror.org/032j5hw78","country_code":"RU","type":"education","lineage":["https://openalex.org/I114376631"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Alexander Shelupanov","raw_affiliation_strings":["Department of Security, Tomsk State University of Control Systems and Radioelectronics, 634050 Tomsk, Russia"],"affiliations":[{"raw_affiliation_string":"Department of Security, Tomsk State University of Control Systems and Radioelectronics, 634050 Tomsk, Russia","institution_ids":["https://openalex.org/I114376631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061176835","display_name":"Anastasia Fedotova","orcid":"https://orcid.org/0000-0001-7844-4363"},"institutions":[{"id":"https://openalex.org/I114376631","display_name":"Tomsk State University of Control Systems and Radio-Electronics","ror":"https://ror.org/032j5hw78","country_code":"RU","type":"education","lineage":["https://openalex.org/I114376631"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Anastasia Fedotova","raw_affiliation_strings":["Department of Security, Tomsk State University of Control Systems and Radioelectronics, 634050 Tomsk, Russia"],"affiliations":[{"raw_affiliation_string":"Department of Security, Tomsk State University of Control Systems and Radioelectronics, 634050 Tomsk, Russia","institution_ids":["https://openalex.org/I114376631"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081817539","display_name":"V. Goncharov","orcid":"https://orcid.org/0000-0002-1249-1981"},"institutions":[{"id":"https://openalex.org/I196355604","display_name":"National Research Tomsk State University","ror":"https://ror.org/02he2nc27","country_code":"RU","type":"education","lineage":["https://openalex.org/I196355604"]},{"id":"https://openalex.org/I30849647","display_name":"Tomsk Polytechnic University","ror":"https://ror.org/00a45v709","country_code":"RU","type":"education","lineage":["https://openalex.org/I30849647"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Valery Goncharov","raw_affiliation_strings":["Department of Automation and Robotics, The National Research Tomsk Polytechnic University, 634050 Tomsk, Russia"],"affiliations":[{"raw_affiliation_string":"Department of Automation and Robotics, The National Research Tomsk Polytechnic University, 634050 Tomsk, Russia","institution_ids":["https://openalex.org/I196355604","https://openalex.org/I30849647"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5058040901"],"corresponding_institution_ids":["https://openalex.org/I114376631"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515,"provenance":"doaj"},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515,"provenance":"doaj"},"fwci":2.6,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":30,"citation_normalized_percentile":{"value":0.757119,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":95},"biblio":{"volume":"13","issue":"1","first_page":"3","last_page":"3"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T12380","display_name":"Authorship Attribution and Profiling","score":0.9997,"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/T12380","display_name":"Authorship Attribution and Profiling","score":0.9997,"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/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.9837,"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/T11644","display_name":"Spam and Phishing Detection","score":0.9271,"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/identification","display_name":"Identification","score":0.5176947},{"id":"https://openalex.org/keywords/feature-vector","display_name":"Feature vector","score":0.42768824}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8746301},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.78396344},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7444561},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6268064},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5478312},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.54749244},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5395955},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5176947},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.42768824},{"id":"https://openalex.org/C84418412","wikidata":"https://www.wikidata.org/wiki/Q3246940","display_name":"Digital forensics","level":2,"score":0.42014253},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.41935325},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.10534307},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi13010003","pdf_url":"https://www.mdpi.com/1999-5903/13/1/3/pdf?version=1609144197","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":false,"landing_page_url":"https://doaj.org/article/4cc60cd8ada24257b011cfbb4fd417af","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi13010003","pdf_url":"https://www.mdpi.com/1999-5903/13/1/3/pdf?version=1609144197","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.4,"display_name":"Peace, justice, and strong institutions"}],"grants":[{"funder":"https://openalex.org/F4320327494","funder_display_name":"Ministry of Science and Higher Education of the Russian Federation","award_id":"Government Order for 2020\u20132022, project no. FEWM-2020-0037 (TUSUR)"}],"datasets":[],"versions":[],"referenced_works_count":23,"referenced_works":["https://openalex.org/W2516144223","https://openalex.org/W2626778328","https://openalex.org/W2784473403","https://openalex.org/W2891582949","https://openalex.org/W2895954086","https://openalex.org/W2897794884","https://openalex.org/W2903016493","https://openalex.org/W2952107551","https://openalex.org/W2965240841","https://openalex.org/W2970227244","https://openalex.org/W2998928070","https://openalex.org/W3008918149","https://openalex.org/W3012474117","https://openalex.org/W3023650072","https://openalex.org/W3029351153","https://openalex.org/W3037422790","https://openalex.org/W3085906906","https://openalex.org/W3092654696","https://openalex.org/W3097401226","https://openalex.org/W3101891351","https://openalex.org/W3110868551","https://openalex.org/W3118016331","https://openalex.org/W3201900577"],"related_works":["https://openalex.org/W4293226380","https://openalex.org/W2530420969","https://openalex.org/W2104657898","https://openalex.org/W2090763504","https://openalex.org/W2051187167","https://openalex.org/W2012353789","https://openalex.org/W1948992892","https://openalex.org/W1910826599","https://openalex.org/W1886884218","https://openalex.org/W148178222"],"abstract_inverted_index":{"The":[0,21,107,138,160,206],"article":[1,108],"explores":[2],"approaches":[3],"to":[4,29,63,74,170,198,231,262],"determining":[5],"the":[6,14,24,30,41,92,99,104,111,114,143,150,157,213,218,226,237,252],"author":[7,112],"of":[8,18,23,33,37,40,66,79,94,113,163,189,212,215,241],"a":[9,87,187],"natural":[10],"language":[11],"text":[12,116,233],"and":[13,16,35,54,69,102,122,174,180,202,258],"advantages":[15],"disadvantages":[17],"these":[19],"approaches.":[20],"importance":[22],"considered":[25,144],"problem":[26],"is":[27,81,86,168,251],"due":[28,169],"active":[31],"digitalization":[32],"society":[34],"reassignment":[36],"most":[38,253],"parts":[39],"life":[42],"activities":[43],"online.":[44],"Text":[45],"authorship":[46,151],"methods":[47,59,228],"are":[48,72,146,196,229],"particularly":[49],"useful":[50],"for":[51,91,103,148,255],"information":[52],"security":[53],"forensics.":[55],"For":[56],"example,":[57],"such":[58],"can":[60],"be":[61,263],"used":[62],"identify":[64],"authors":[65],"suicide":[67],"notes,":[68],"other":[70],"texts":[71,257],"subjected":[73],"forensic":[75],"examinations.":[76],"Another":[77],"area":[78],"application":[80],"plagiarism":[82],"detection.":[83],"Plagiarism":[84],"detection":[85],"relevant":[88],"issue":[89],"both":[90],"field":[93],"intellectual":[95],"property":[96],"protection":[97],"in":[98,200,239],"digital":[100],"space":[101],"educational":[105],"process.":[106],"describes":[109],"identifying":[110],"Russian-language":[115],"using":[117],"support":[118],"vector":[119],"machine":[120],"(SVM)":[121],"deep":[123,242],"neural":[124,132,194,243],"network":[125],"architectures":[126],"(long":[127],"short-term":[128],"memory":[129],"(LSTM),":[130],"convolutional":[131],"networks":[133,195,244],"(CNN)":[134],"with":[135],"attention,":[136],"Transformer).":[137],"results":[139],"show":[140,224],"that":[141,225],"all":[142],"algorithms":[145],"suitable":[147],"solving":[149],"identification":[152],"problem,":[153],"but":[154],"SVM":[155,164,199],"shows":[156],"best":[158],"accuracy.":[159,222],"average":[161],"accuracy":[162,201,240,261],"reaches":[165],"96%.":[166],"This":[167],"thoroughly":[171],"chosen":[172],"parameters":[173],"feature":[175],"space,":[176],"which":[177],"includes":[178,209],"statistical":[179],"semantic":[181],"features":[182],"(including":[183],"those":[184],"extracted":[185],"as":[186],"result":[188],"an":[190,210],"aspect":[191],"analysis).":[192],"Deep":[193],"inferior":[197],"reach":[203],"only":[204],"93%.":[205],"study":[207],"also":[208],"evaluation":[211],"impact":[214],"attacks":[216],"on":[217,220],"method":[219],"models\u2019":[221],"Experiments":[223],"SVM-based":[227],"unstable":[230],"deliberate":[232],"anonymization.":[234],"In":[235],"comparison,":[236],"loss":[238],"does":[245],"not":[246],"exceed":[247],"20%.":[248],"Transformer":[249],"architecture":[250],"effective":[254],"anonymized":[256],"allows":[259],"81%":[260],"achieved.":[264]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W3117559565","counts_by_year":[{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":4}],"updated_date":"2025-01-15T21:00:45.641452","created_date":"2021-01-05"}