{"id":"https://openalex.org/W3183213897","doi":"https://doi.org/10.3390/s21144939","title":"Towards a Machine Learning Based Situational Awareness Framework for Cybersecurity: An SDN Implementation","display_name":"Towards a Machine Learning Based Situational Awareness Framework for Cybersecurity: An SDN Implementation","publication_year":2021,"publication_date":"2021-07-20","ids":{"openalex":"https://openalex.org/W3183213897","doi":"https://doi.org/10.3390/s21144939","mag":"3183213897","pmid":"https://pubmed.ncbi.nlm.nih.gov/34300676"},"language":"en","primary_location":{"id":"doi:10.3390/s21144939","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21144939","pdf_url":"https://www.mdpi.com/1424-8220/21/14/4939/pdf?version=1626783538","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/21/14/4939/pdf?version=1626783538","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071249353","display_name":"Yannis Nikoloudakis","orcid":"https://orcid.org/0000-0001-5549-2207"},"institutions":[{"id":"https://openalex.org/I28710699","display_name":"Hellenic Mediterranean University","ror":"https://ror.org/039ce0m20","country_code":"GR","type":"education","lineage":["https://openalex.org/I28710699"]},{"id":"https://openalex.org/I98805295","display_name":"University of the Aegean","ror":"https://ror.org/03zsp3p94","country_code":"GR","type":"education","lineage":["https://openalex.org/I98805295"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Yannis Nikoloudakis","raw_affiliation_strings":["Department of Information & Communications Systems Engineering, University of the Aegean, Neo Karlovasi, 83200 Samos, Greece","Electrical and Computer Engineering Department, Hellenic Mediterranean University, Herakleion, 71410 Crete, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Information & Communications Systems Engineering, University of the Aegean, Neo Karlovasi, 83200 Samos, Greece","institution_ids":["https://openalex.org/I98805295"]},{"raw_affiliation_string":"Electrical and Computer Engineering Department, Hellenic Mediterranean University, Herakleion, 71410 Crete, Greece","institution_ids":["https://openalex.org/I28710699"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063156622","display_name":"Ioannis Kefaloukos","orcid":"https://orcid.org/0000-0002-1041-9206"},"institutions":[{"id":"https://openalex.org/I28710699","display_name":"Hellenic Mediterranean University","ror":"https://ror.org/039ce0m20","country_code":"GR","type":"education","lineage":["https://openalex.org/I28710699"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Ioannis Kefaloukos","raw_affiliation_strings":["Electrical and Computer Engineering Department, Hellenic Mediterranean University, Herakleion, 71410 Crete, Greece"],"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Department, Hellenic Mediterranean University, Herakleion, 71410 Crete, Greece","institution_ids":["https://openalex.org/I28710699"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044763444","display_name":"Stylianos Klados","orcid":"https://orcid.org/0000-0002-4223-2665"},"institutions":[{"id":"https://openalex.org/I28710699","display_name":"Hellenic Mediterranean University","ror":"https://ror.org/039ce0m20","country_code":"GR","type":"education","lineage":["https://openalex.org/I28710699"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Stylianos Klados","raw_affiliation_strings":["Electrical and Computer Engineering Department, Hellenic Mediterranean University, Herakleion, 71410 Crete, Greece"],"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Department, Hellenic Mediterranean University, Herakleion, 71410 Crete, Greece","institution_ids":["https://openalex.org/I28710699"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014898482","display_name":"Spyros Panagiotakis","orcid":"https://orcid.org/0000-0001-8091-6462"},"institutions":[{"id":"https://openalex.org/I28710699","display_name":"Hellenic Mediterranean University","ror":"https://ror.org/039ce0m20","country_code":"GR","type":"education","lineage":["https://openalex.org/I28710699"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Spyros Panagiotakis","raw_affiliation_strings":["Electrical and Computer Engineering Department, Hellenic Mediterranean University, Herakleion, 71410 Crete, Greece"],"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Department, Hellenic Mediterranean University, Herakleion, 71410 Crete, Greece","institution_ids":["https://openalex.org/I28710699"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008930531","display_name":"Evangelos Pallis","orcid":"https://orcid.org/0000-0003-2373-9775"},"institutions":[{"id":"https://openalex.org/I28710699","display_name":"Hellenic Mediterranean University","ror":"https://ror.org/039ce0m20","country_code":"GR","type":"education","lineage":["https://openalex.org/I28710699"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Evangelos Pallis","raw_affiliation_strings":["Electrical and Computer Engineering Department, Hellenic Mediterranean University, Herakleion, 71410 Crete, Greece"],"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Department, Hellenic Mediterranean University, Herakleion, 71410 Crete, Greece","institution_ids":["https://openalex.org/I28710699"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110370951","display_name":"Charalabos Skianis","orcid":null},"institutions":[{"id":"https://openalex.org/I98805295","display_name":"University of the Aegean","ror":"https://ror.org/03zsp3p94","country_code":"GR","type":"education","lineage":["https://openalex.org/I98805295"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Charalabos Skianis","raw_affiliation_strings":["Department of Information & Communications Systems Engineering, University of the Aegean, Neo Karlovasi, 83200 Samos, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Information & Communications Systems Engineering, University of the Aegean, Neo Karlovasi, 83200 Samos, Greece","institution_ids":["https://openalex.org/I98805295"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009055115","display_name":"Evangelos Markakis","orcid":"https://orcid.org/0000-0003-0959-598X"},"institutions":[{"id":"https://openalex.org/I28710699","display_name":"Hellenic Mediterranean University","ror":"https://ror.org/039ce0m20","country_code":"GR","type":"education","lineage":["https://openalex.org/I28710699"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Evangelos K. Markakis","raw_affiliation_strings":["Electrical and Computer Engineering Department, Hellenic Mediterranean University, Herakleion, 71410 Crete, Greece"],"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Department, Hellenic Mediterranean University, Herakleion, 71410 Crete, Greece","institution_ids":["https://openalex.org/I28710699"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5063156622"],"corresponding_institution_ids":["https://openalex.org/I28710699"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":11.3508,"has_fulltext":false,"cited_by_count":48,"citation_normalized_percentile":{"value":0.98416395,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"21","issue":"14","first_page":"4939","last_page":"4939"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10734","display_name":"Information and Cyber Security","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T10734","display_name":"Information and Cyber Security","score":0.9994999766349792,"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"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9911999702453613,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/situation-awareness","display_name":"Situation awareness","score":0.843532919883728},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7379506826400757},{"id":"https://openalex.org/keywords/ingenuity","display_name":"Ingenuity","score":0.5484316349029541},{"id":"https://openalex.org/keywords/vulnerability","display_name":"Vulnerability (computing)","score":0.5484115481376648},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5443713665008545},{"id":"https://openalex.org/keywords/rendering","display_name":"Rendering (computer graphics)","score":0.5164013504981995},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38375747203826904},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12427476048469543}],"concepts":[{"id":"https://openalex.org/C145804949","wikidata":"https://www.wikidata.org/wiki/Q478123","display_name":"Situation awareness","level":2,"score":0.843532919883728},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7379506826400757},{"id":"https://openalex.org/C2778154381","wikidata":"https://www.wikidata.org/wiki/Q105296908","display_name":"Ingenuity","level":2,"score":0.5484316349029541},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.5484115481376648},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5443713665008545},{"id":"https://openalex.org/C205711294","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Rendering (computer graphics)","level":2,"score":0.5164013504981995},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38375747203826904},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12427476048469543},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C133425853","wikidata":"https://www.wikidata.org/wiki/Q60571","display_name":"Neoclassical economics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001364","descriptor_name":"Awareness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001364","descriptor_name":"Awareness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001364","descriptor_name":"Awareness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016494","descriptor_name":"Computer Security","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016494","descriptor_name":"Computer Security","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016494","descriptor_name":"Computer Security","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.3390/s21144939","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21144939","pdf_url":"https://www.mdpi.com/1424-8220/21/14/4939/pdf?version=1626783538","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:34300676","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34300676","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:f189e25cd3fc40ee9697ecec9b15063f","is_oa":true,"landing_page_url":"https://doaj.org/article/f189e25cd3fc40ee9697ecec9b15063f","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 21, Iss 14, p 4939 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/21/14/4939/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s21144939","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 21; Issue 14; Pages: 4939","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:8309766","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8309766","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s21144939","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21144939","pdf_url":"https://www.mdpi.com/1424-8220/21/14/4939/pdf?version=1626783538","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5799999833106995,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G132474947","display_name":null,"funder_award_id":"857159","funder_id":"https://openalex.org/F4320335254","funder_display_name":"Horizon 2020"}],"funders":[{"id":"https://openalex.org/F4320335254","display_name":"Horizon 2020","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3183213897.pdf","grobid_xml":"https://content.openalex.org/works/W3183213897.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W158950929","https://openalex.org/W1972062587","https://openalex.org/W2034960640","https://openalex.org/W2063948318","https://openalex.org/W2096088275","https://openalex.org/W2099291317","https://openalex.org/W2120327789","https://openalex.org/W2129468158","https://openalex.org/W2146948159","https://openalex.org/W2608093196","https://openalex.org/W2612205004","https://openalex.org/W2766295581","https://openalex.org/W2774649030","https://openalex.org/W2782227580","https://openalex.org/W2789828921","https://openalex.org/W2804677339","https://openalex.org/W2835576318","https://openalex.org/W2883159010","https://openalex.org/W2889640296","https://openalex.org/W2913034450","https://openalex.org/W2914510789","https://openalex.org/W2917673314","https://openalex.org/W2946210441","https://openalex.org/W2964077450","https://openalex.org/W2970788016","https://openalex.org/W3011825895","https://openalex.org/W3034220885","https://openalex.org/W3086018884","https://openalex.org/W3104855591","https://openalex.org/W3136712907","https://openalex.org/W4245409806","https://openalex.org/W4253269957","https://openalex.org/W6659242928","https://openalex.org/W6674447700","https://openalex.org/W6885053694","https://openalex.org/W6929583106"],"related_works":["https://openalex.org/W1528089385","https://openalex.org/W2894069061","https://openalex.org/W2901253749","https://openalex.org/W2468223644","https://openalex.org/W2364113653","https://openalex.org/W2994258365","https://openalex.org/W4238513149","https://openalex.org/W4295161771","https://openalex.org/W4289532678","https://openalex.org/W2616269406"],"abstract_inverted_index":{"The":[0,84,148],"ever-increasing":[1],"number":[2],"of":[3,11,15,40,143,163],"internet-connected":[4],"devices,":[5],"along":[6],"with":[7,97,111,126],"the":[8,38,62,68,116,144,158,168],"continuous":[9],"evolution":[10],"cyber-attacks,":[12],"in":[13,167],"terms":[14],"volume":[16],"and":[17,36,56,76,157],"ingenuity,":[18],"has":[19],"led":[20],"to":[21,29,79,104],"a":[22,46,80,107,136,154],"widened":[23],"cyber-threat":[24],"landscape,":[25],"rendering":[26],"infrastructures":[27],"prone":[28],"malicious":[30],"attacks.":[31],"Towards":[32],"addressing":[33,140],"systems'":[34],"vulnerabilities":[35],"alleviating":[37],"impact":[39],"these":[41],"threats,":[42],"this":[43],"paper":[44],"presents":[45],"machine":[47],"learning":[48],"based":[49],"situational":[50,145],"awareness":[51,64,146],"framework":[52,150],"that":[53,106,123],"detects":[54],"existing":[55,127],"newly":[57],"introduced":[58],"network-enabled":[59],"entities,":[60],"utilizing":[61],"real-time":[63],"feature":[65],"provided":[66],"by":[67,90],"SDN":[69],"paradigm,":[70],"assesses":[71],"them":[72,78],"against":[73],"known":[74],"vulnerabilities,":[75],"assigns":[77],"connectivity-appropriate":[81],"network":[82],"slice.":[83],"assessed":[85],"entities":[86],"are":[87],"continuously":[88],"monitored":[89],"an":[91,98,161],"ML-based":[92],"IDS,":[93],"which":[94],"is":[95],"trained":[96,110],"enhanced":[99],"dataset.":[100],"Our":[101],"endeavor":[102],"aims":[103],"demonstrate":[105],"neural":[108],"network,":[109],"heterogeneous":[112],"data":[113],"stemming":[114],"from":[115],"operational":[117],"environment":[118,156],"(common":[119],"vulnerability":[120],"enumeration":[121],"IDs":[122],"correlate":[124],"attacks":[125],"vulnerabilities),":[128],"can":[129],"achieve":[130],"more":[131,164],"accurate":[132],"prediction":[133,170],"rates":[134],"than":[135,165],"conventional":[137],"one,":[138],"thus":[139],"some":[141],"aspects":[142],"paradigm.":[147],"proposed":[149],"was":[151],"evaluated":[152],"within":[153],"real-life":[155],"results":[159],"revealed":[160],"increase":[162],"4%":[166],"overall":[169],"accuracy.":[171]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}