{"id":"https://openalex.org/W2942969883","doi":"https://doi.org/10.1155/2019/5483918","title":"HeteMSD: A Big Data Analytics Framework for Targeted Cyber-Attacks Detection Using Heterogeneous Multisource Data","display_name":"HeteMSD: A Big Data Analytics Framework for Targeted Cyber-Attacks Detection Using Heterogeneous Multisource Data","publication_year":2019,"publication_date":"2019-05-02","ids":{"openalex":"https://openalex.org/W2942969883","doi":"https://doi.org/10.1155/2019/5483918","mag":"2942969883"},"language":"en","primary_location":{"id":"doi:10.1155/2019/5483918","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2019/5483918","pdf_url":"https://downloads.hindawi.com/journals/scn/2019/5483918.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/2019/5483918.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088023952","display_name":"Ankang Ju","orcid":"https://orcid.org/0000-0002-7818-4482"},"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":"Ankang Ju","raw_affiliation_strings":["Zhengzhou Institute of Information Science and Technology, 450001, China"],"raw_orcid":"https://orcid.org/0000-0002-7818-4482","affiliations":[{"raw_affiliation_string":"Zhengzhou Institute of Information Science and Technology, 450001, China","institution_ids":["https://openalex.org/I4210119388"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026588697","display_name":"Yuanbo Guo","orcid":"https://orcid.org/0000-0002-9905-9111"},"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":"Yuanbo Guo","raw_affiliation_strings":["Zhengzhou Institute of Information Science and Technology, 450001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhengzhou Institute of Information Science and Technology, 450001, China","institution_ids":["https://openalex.org/I4210119388"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067560790","display_name":"Ziwei Ye","orcid":"https://orcid.org/0000-0002-5345-2647"},"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":"Ziwei Ye","raw_affiliation_strings":["Zhengzhou Institute of Information Science and Technology, 450001, China"],"raw_orcid":"https://orcid.org/0000-0002-5345-2647","affiliations":[{"raw_affiliation_string":"Zhengzhou Institute of Information Science and Technology, 450001, China","institution_ids":["https://openalex.org/I4210119388"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100654633","display_name":"Tao Li","orcid":"https://orcid.org/0000-0002-5302-3180"},"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":"Tao Li","raw_affiliation_strings":["Zhengzhou Institute of Information Science and Technology, 450001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhengzhou Institute of Information Science and Technology, 450001, China","institution_ids":["https://openalex.org/I4210119388"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034823980","display_name":"Jing Ma","orcid":"https://orcid.org/0000-0002-7464-8331"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jing Ma","raw_affiliation_strings":["Science and Technology on Information Assurance Laboratory, 100071, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Science and Technology on Information Assurance Laboratory, 100071, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5088023952"],"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":2.6023,"has_fulltext":true,"cited_by_count":22,"citation_normalized_percentile":{"value":0.90478295,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"2019","issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9998999834060669,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9966999888420105,"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"}},{"id":"https://openalex.org/T10734","display_name":"Information and Cyber Security","score":0.9951000213623047,"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/computer-science","display_name":"Computer science","score":0.8556642532348633},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.6796454191207886},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5270081758499146},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.517013669013977},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4584062397480011},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.4273388385772705},{"id":"https://openalex.org/keywords/cyber-threats","display_name":"Cyber threats","score":0.41735774278640747},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.39864420890808105},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3424435257911682},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.13086411356925964}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8556642532348633},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6796454191207886},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5270081758499146},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.517013669013977},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4584062397480011},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.4273388385772705},{"id":"https://openalex.org/C3018725008","wikidata":"https://www.wikidata.org/wiki/Q4071928","display_name":"Cyber threats","level":2,"score":0.41735774278640747},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.39864420890808105},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3424435257911682},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.13086411356925964}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2019/5483918","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2019/5483918","pdf_url":"https://downloads.hindawi.com/journals/scn/2019/5483918.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:62402eb1888f445d946ddbce84c2b1e1","is_oa":false,"landing_page_url":"https://doaj.org/article/62402eb1888f445d946ddbce84c2b1e1","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:10.1155/2019/5483918","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2019/5483918","pdf_url":"https://downloads.hindawi.com/journals/scn/2019/5483918.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":[],"awards":[{"id":"https://openalex.org/G1780924434","display_name":null,"funder_award_id":"61501615","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2593931512","display_name":null,"funder_award_id":"61602515","funder_id":"https://openalex.org/F4320327655","funder_display_name":"Foundation of Science and Technology on Information Assurance Laboratory"},{"id":"https://openalex.org/G3013659499","display_name":null,"funder_award_id":"614211203010417","funder_id":"https://openalex.org/F4320327655","funder_display_name":"Foundation of Science and Technology on Information Assurance Laboratory"},{"id":"https://openalex.org/G316396172","display_name":null,"funder_award_id":"61501615","funder_id":"https://openalex.org/F4320327655","funder_display_name":"Foundation of Science and Technology on Information Assurance Laboratory"},{"id":"https://openalex.org/G5095211716","display_name":null,"funder_award_id":"614211203010417","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5125880036","display_name":"\u6cdb\u5728\u611f\u77e5\u73af\u5883\u4e0b\u65f6\u7a7a\u7ea6\u675f\u7684\u5206\u5c42\u8bbf\u95ee\u63a7\u5236\u673a\u5236\u7814\u7a76","funder_award_id":"61602515","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/F4320327655","display_name":"Foundation of Science and Technology on Information Assurance Laboratory","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2942969883.pdf","grobid_xml":"https://content.openalex.org/works/W2942969883.grobid-xml"},"referenced_works_count":6,"referenced_works":["https://openalex.org/W1892382968","https://openalex.org/W1997222770","https://openalex.org/W2108142795","https://openalex.org/W2140276110","https://openalex.org/W2792581684","https://openalex.org/W2808323833"],"related_works":["https://openalex.org/W4226266853","https://openalex.org/W4210252074","https://openalex.org/W4245701730","https://openalex.org/W2511794504","https://openalex.org/W2911648135","https://openalex.org/W3092201768","https://openalex.org/W2886451445","https://openalex.org/W3108449883","https://openalex.org/W2551093110","https://openalex.org/W2796632413"],"abstract_inverted_index":{"In":[0,65],"the":[1,16,23,96,106],"current":[2],"enterprise":[3],"network":[4],"environment,":[5],"multistep":[6],"targeted":[7,26,91],"cyber-attacks":[8,27,92],"with":[9],"concealment":[10],"and":[11,36,39,53,94,114],"advanced":[12],"characteristics":[13],"have":[14,32],"become":[15],"main":[17],"threat.":[18],"Multisource":[19],"security":[20,112],"data":[21,31,48,60,72,87,113],"are":[22],"prerequisite":[24],"of":[25,34,75,99],"detection.":[28],"However,":[29],"these":[30],"characters":[33],"heterogeneity":[35],"semantic":[37],"diversity,":[38],"existing":[40],"attack":[41,55,116],"detection":[42,93],"methods":[43],"do":[44],"not":[45],"take":[46],"comprehensive":[47],"sources":[49],"into":[50],"account.":[51],"Identifying":[52],"predicting":[54],"intention":[56,117],"from":[57],"heterogeneous":[58,77,111],"noisy":[59],"can":[61],"be":[62],"meaningful":[63],"work.":[64],"this":[66,81],"paper,":[67],"we":[68,83],"first":[69],"review":[70],"different":[71],"fusion":[73],"mechanisms":[74],"correlating":[76],"multisource":[78,110],"data.":[79],"On":[80],"basis,":[82],"propose":[84],"a":[85],"big":[86],"analytics":[88],"framework":[89],"for":[90],"give":[95],"basic":[97],"idea":[98],"correlation":[100],"analysis.":[101],"Our":[102],"approach":[103],"will":[104],"offer":[105],"ability":[107],"to":[108],"correlate":[109],"analyze":[115],"effectively.":[118]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":4}],"updated_date":"2026-06-06T09:05:17.133730","created_date":"2025-10-10T00:00:00"}