{"id":"https://openalex.org/W2997953652","doi":"https://doi.org/10.1155/2019/3038586","title":"Optimal Decision-Making Approach for Cyber Security Defense Using Game Theory and Intelligent Learning","display_name":"Optimal Decision-Making Approach for Cyber Security Defense Using Game Theory and Intelligent Learning","publication_year":2019,"publication_date":"2019-12-23","ids":{"openalex":"https://openalex.org/W2997953652","doi":"https://doi.org/10.1155/2019/3038586","mag":"2997953652"},"language":"en","primary_location":{"id":"doi:10.1155/2019/3038586","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2019/3038586","pdf_url":"https://downloads.hindawi.com/journals/scn/2019/3038586.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/scn/2019/3038586.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100424320","display_name":"Yuchen Zhang","orcid":"https://orcid.org/0000-0002-7568-4959"},"institutions":[{"id":"https://openalex.org/I4210119388","display_name":"Zhejiang Science and Technology Information Institute","ror":"https://ror.org/02rzte064","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210119388"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuchen Zhang","raw_affiliation_strings":["Zhengzhou Information Science and Technology Institute, Zhengzhou 450001, China"],"raw_orcid":"https://orcid.org/0000-0002-7568-4959","affiliations":[{"raw_affiliation_string":"Zhengzhou Information Science and Technology Institute, Zhengzhou 450001, China","institution_ids":["https://openalex.org/I4210119388"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100374945","display_name":"Jing Liu","orcid":"https://orcid.org/0000-0001-8405-1769"},"institutions":[{"id":"https://openalex.org/I4210119388","display_name":"Zhejiang Science and Technology Information Institute","ror":"https://ror.org/02rzte064","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210119388"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Liu","raw_affiliation_strings":["Zhengzhou Information Science and Technology Institute, Zhengzhou 450001, China"],"raw_orcid":"https://orcid.org/0000-0001-8405-1769","affiliations":[{"raw_affiliation_string":"Zhengzhou Information Science and Technology Institute, Zhengzhou 450001, China","institution_ids":["https://openalex.org/I4210119388"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100424320"],"corresponding_institution_ids":["https://openalex.org/I4210119388"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":4.2312,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":{"value":0.94970341,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"2019","issue":null,"first_page":"1","last_page":"16"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10734","display_name":"Information and Cyber Security","score":0.9987999796867371,"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":0.9987999796867371,"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":0.9955999851226807,"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/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9907000064849854,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8313405513763428},{"id":"https://openalex.org/keywords/stochastic-game","display_name":"Stochastic game","score":0.7348659038543701},{"id":"https://openalex.org/keywords/bounded-rationality","display_name":"Bounded rationality","score":0.4830211102962494},{"id":"https://openalex.org/keywords/game-theory","display_name":"Game theory","score":0.48009660840034485},{"id":"https://openalex.org/keywords/state-space","display_name":"State space","score":0.4744761288166046},{"id":"https://openalex.org/keywords/rationality","display_name":"Rationality","score":0.4712655544281006},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45350930094718933},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4518175423145294},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.41688498854637146},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.414957195520401},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.4119584858417511},{"id":"https://openalex.org/keywords/mathematical-economics","display_name":"Mathematical economics","score":0.15035682916641235},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.11672425270080566}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8313405513763428},{"id":"https://openalex.org/C22171661","wikidata":"https://www.wikidata.org/wiki/Q1074380","display_name":"Stochastic game","level":2,"score":0.7348659038543701},{"id":"https://openalex.org/C58694771","wikidata":"https://www.wikidata.org/wiki/Q814385","display_name":"Bounded rationality","level":2,"score":0.4830211102962494},{"id":"https://openalex.org/C177142836","wikidata":"https://www.wikidata.org/wiki/Q44455","display_name":"Game theory","level":2,"score":0.48009660840034485},{"id":"https://openalex.org/C72434380","wikidata":"https://www.wikidata.org/wiki/Q230930","display_name":"State space","level":2,"score":0.4744761288166046},{"id":"https://openalex.org/C201717286","wikidata":"https://www.wikidata.org/wiki/Q938185","display_name":"Rationality","level":2,"score":0.4712655544281006},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45350930094718933},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4518175423145294},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.41688498854637146},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.414957195520401},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.4119584858417511},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.15035682916641235},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.11672425270080566},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2019/3038586","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2019/3038586","pdf_url":"https://downloads.hindawi.com/journals/scn/2019/3038586.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:1a7694914e1d4bcabe1b03de067f87ed","is_oa":false,"landing_page_url":"https://doaj.org/article/1a7694914e1d4bcabe1b03de067f87ed","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":false,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Security and Communication Networks, Vol 2019 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2019/3038586","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2019/3038586","pdf_url":"https://downloads.hindawi.com/journals/scn/2019/3038586.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.8100000023841858}],"awards":[{"id":"https://openalex.org/G4243412236","display_name":null,"funder_award_id":"863 Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5369925654","display_name":null,"funder_award_id":"2015AA7116040","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5999240610","display_name":null,"funder_award_id":"61902427","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8808169252","display_name":null,"funder_award_id":"2014AA7116082","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335773","display_name":"National High-tech Research and Development Program","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2997953652.pdf","grobid_xml":"https://content.openalex.org/works/W2997953652.grobid-xml"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W2101010482","https://openalex.org/W2318366444","https://openalex.org/W2521191201","https://openalex.org/W2595700172","https://openalex.org/W2598078237","https://openalex.org/W2612172766","https://openalex.org/W2725271592","https://openalex.org/W2792653931","https://openalex.org/W2806064618","https://openalex.org/W2829082624","https://openalex.org/W2885791861","https://openalex.org/W2888563510","https://openalex.org/W2899705102","https://openalex.org/W2949341542","https://openalex.org/W2963273426"],"related_works":["https://openalex.org/W4388260134","https://openalex.org/W2351341309","https://openalex.org/W2359095791","https://openalex.org/W2364973163","https://openalex.org/W2489352369","https://openalex.org/W2801172480","https://openalex.org/W4297440579","https://openalex.org/W187959850","https://openalex.org/W4300099835","https://openalex.org/W4299955588"],"abstract_inverted_index":{"Existing":[0],"approaches":[1],"of":[2,13,28,37,45,64,70],"cyber":[3,20],"attack-defense":[4,49,77],"analysis":[5],"based":[6],"on":[7,48,151],"stochastic":[8,50,57],"game":[9,51,58],"adopts":[10],"the":[11,18,34,43,62,68,76,81,94,109,123,128,132,161,168],"assumption":[12],"complete":[14,38],"rationality,":[15],"but":[16],"in":[17],"actual":[19],"attack-defense,":[21],"it":[22,147],"is":[23,52,99,117,139,164,171],"difficult":[24],"for":[25],"both":[26],"sides":[27],"attacker":[29],"and":[30,84,88,106,167],"defender":[31],"to":[32,79,101,121,141,158],"meet":[33],"high":[35],"requirement":[36],"rationality.":[39],"For":[40],"this":[41,92],"aim,":[42],"influence":[44],"bounded":[46],"rationality":[47],"analyzed.":[53],"We":[54],"construct":[55],"a":[56],"model.":[59],"Aiming":[60],"at":[61],"problem":[63],"state":[65,82],"explosion":[66],"when":[67],"number":[69],"network":[71,86],"nodes":[72],"increases,":[73],"we":[74],"design":[75],"graph":[78],"compress":[80],"space":[83],"extract":[85],"states":[87],"defense":[89,110,125,169],"strategies.":[90],"On":[91],"basis,":[93],"intelligent":[95],"learning":[96,105,115,162],"algorithm":[97,112],"WoLF-PHC":[98],"introduced":[100],"carry":[102],"out":[103],"strategy":[104,126,134,138,145],"improvement.":[107],"Then,":[108],"decision-making":[111],"with":[113,127],"online":[114],"ability":[116],"designed,":[118],"which":[119],"helps":[120],"select":[122],"optimal":[124],"maximum":[129],"payoff":[130],"from":[131],"candidate":[133],"set.":[135],"The":[136],"obtained":[137],"superior":[140],"previous":[142],"evolutionary":[143],"equilibrium":[144],"because":[146],"does":[148],"not":[149],"rely":[150],"prior":[152],"data.":[153],"By":[154],"introducing":[155],"eligibility":[156],"trace":[157],"improve":[159],"WoLF-PHC,":[160],"speed":[163],"further":[165],"improved":[166],"timeliness":[170],"significantly":[172],"promoted.":[173]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
