{"id":"https://openalex.org/W3038955483","doi":"https://doi.org/10.1186/s40537-020-00318-5","title":"Cybersecurity data science: an overview from machine learning perspective","display_name":"Cybersecurity data science: an overview from machine learning perspective","publication_year":2020,"publication_date":"2020-07-01","ids":{"openalex":"https://openalex.org/W3038955483","doi":"https://doi.org/10.1186/s40537-020-00318-5","mag":"3038955483"},"language":"en","primary_location":{"id":"doi:10.1186/s40537-020-00318-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-020-00318-5","pdf_url":"https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-020-00318-5","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-020-00318-5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055312229","display_name":"Iqbal H. Sarker","orcid":"https://orcid.org/0000-0003-1740-5517"},"institutions":[{"id":"https://openalex.org/I102782458","display_name":"Chittagong University of Engineering & Technology","ror":"https://ror.org/052qsay17","country_code":"BD","type":"education","lineage":["https://openalex.org/I102782458"]},{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU","BD"],"is_corresponding":true,"raw_author_name":"Iqbal H. Sarker","raw_affiliation_strings":["Chittagong University of Engineering and Technology, Chittagong, 4349, Bangladesh","Swinburne University of Technology, Melbourne, VIC, 3122, Australia"],"raw_orcid":"https://orcid.org/0000-0003-1740-5517","affiliations":[{"raw_affiliation_string":"Chittagong University of Engineering and Technology, Chittagong, 4349, Bangladesh","institution_ids":["https://openalex.org/I102782458"]},{"raw_affiliation_string":"Swinburne University of Technology, Melbourne, VIC, 3122, Australia","institution_ids":["https://openalex.org/I57093077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008691045","display_name":"A. S. M. Kayes","orcid":"https://orcid.org/0000-0002-2421-2214"},"institutions":[{"id":"https://openalex.org/I196829312","display_name":"La Trobe University","ror":"https://ror.org/01rxfrp27","country_code":"AU","type":"education","lineage":["https://openalex.org/I196829312"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"A. S. M. Kayes","raw_affiliation_strings":["La Trobe University, Melbourne, VIC, 3086, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"La Trobe University, Melbourne, VIC, 3086, Australia","institution_ids":["https://openalex.org/I196829312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103008848","display_name":"Shahriar Badsha","orcid":"https://orcid.org/0000-0001-6663-2164"},"institutions":[{"id":"https://openalex.org/I134113660","display_name":"University of Nevada, Reno","ror":"https://ror.org/01keh0577","country_code":"US","type":"education","lineage":["https://openalex.org/I134113660"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shahriar Badsha","raw_affiliation_strings":["University of Nevada, Reno, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Nevada, Reno, USA","institution_ids":["https://openalex.org/I134113660"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085667966","display_name":"Hamed Alqahtani","orcid":"https://orcid.org/0000-0002-6427-7768"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hamed Alqahtani","raw_affiliation_strings":["Macquarie University, Sydney, NSW, 2109, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Macquarie University, Sydney, NSW, 2109, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074086920","display_name":"Paul Watters","orcid":"https://orcid.org/0000-0002-1399-7175"},"institutions":[{"id":"https://openalex.org/I196829312","display_name":"La Trobe University","ror":"https://ror.org/01rxfrp27","country_code":"AU","type":"education","lineage":["https://openalex.org/I196829312"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Paul Watters","raw_affiliation_strings":["La Trobe University, Melbourne, VIC, 3086, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"La Trobe University, Melbourne, VIC, 3086, Australia","institution_ids":["https://openalex.org/I196829312"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061811149","display_name":"Alex Ng","orcid":"https://orcid.org/0000-0002-5809-2150"},"institutions":[{"id":"https://openalex.org/I196829312","display_name":"La Trobe University","ror":"https://ror.org/01rxfrp27","country_code":"AU","type":"education","lineage":["https://openalex.org/I196829312"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Alex Ng","raw_affiliation_strings":["La Trobe University, Melbourne, VIC, 3086, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"La Trobe University, Melbourne, VIC, 3086, Australia","institution_ids":["https://openalex.org/I196829312"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5055312229"],"corresponding_institution_ids":["https://openalex.org/I102782458","https://openalex.org/I57093077"],"apc_list":{"value":1060,"currency":"GBP","value_usd":1300},"apc_paid":{"value":1060,"currency":"GBP","value_usd":1300},"fwci":55.8684,"has_fulltext":true,"cited_by_count":707,"citation_normalized_percentile":{"value":0.99963268,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"7","issue":"1","first_page":null,"last_page":null},"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/T10734","display_name":"Information and Cyber Security","score":0.9990000128746033,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9986000061035156,"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/computer-science","display_name":"Computer science","score":0.8065098524093628},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6250653862953186},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5795888900756836},{"id":"https://openalex.org/keywords/security-domain","display_name":"Security domain","score":0.5793597102165222},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5699183344841003},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5625072121620178},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5326390266418457},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.5174720883369446},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.474906325340271},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.4697839319705963},{"id":"https://openalex.org/keywords/data-security","display_name":"Data security","score":0.43630561232566833},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4112872779369354},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4104066491127014},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2140006721019745},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20446783304214478}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8065098524093628},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6250653862953186},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5795888900756836},{"id":"https://openalex.org/C2780264999","wikidata":"https://www.wikidata.org/wiki/Q7445032","display_name":"Security domain","level":2,"score":0.5793597102165222},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5699183344841003},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5625072121620178},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5326390266418457},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.5174720883369446},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.474906325340271},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.4697839319705963},{"id":"https://openalex.org/C10511746","wikidata":"https://www.wikidata.org/wiki/Q899388","display_name":"Data security","level":3,"score":0.43630561232566833},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4112872779369354},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4104066491127014},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2140006721019745},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20446783304214478},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1186/s40537-020-00318-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-020-00318-5","pdf_url":"https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-020-00318-5","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:594d8789983344a388ff5ebdf776ba86","is_oa":true,"landing_page_url":"https://doaj.org/article/594d8789983344a388ff5ebdf776ba86","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":"Journal of Big Data, Vol 7, Iss 1, Pp 1-29 (2020)","raw_type":"article"},{"id":"pmh:oai:researchbank.swinburne.edu.au:f7319492-7e39-448a-983d-5ed0c3109eb1/1","is_oa":false,"landing_page_url":"http://hdl.handle.net/1959.3/456449","pdf_url":null,"source":{"id":"https://openalex.org/S4306401157","display_name":"Swinburne Research Bank (Swinburne University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I57093077","host_organization_name":"Swinburne University of Technology","host_organization_lineage":["https://openalex.org/I57093077"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Big Data, Vol. 7, no. 1 (Dec 2020), 41","raw_type":""}],"best_oa_location":{"id":"doi:10.1186/s40537-020-00318-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-020-00318-5","pdf_url":"https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-020-00318-5","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.7799999713897705,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3038955483.pdf","grobid_xml":"https://content.openalex.org/works/W3038955483.grobid-xml"},"referenced_works_count":159,"referenced_works":["https://openalex.org/W38680849","https://openalex.org/W101596157","https://openalex.org/W226535103","https://openalex.org/W248959849","https://openalex.org/W319604946","https://openalex.org/W433644524","https://openalex.org/W775538176","https://openalex.org/W987648574","https://openalex.org/W1484413656","https://openalex.org/W1530215515","https://openalex.org/W1536385191","https://openalex.org/W1548849615","https://openalex.org/W1550696814","https://openalex.org/W1570448133","https://openalex.org/W1608454601","https://openalex.org/W1625605225","https://openalex.org/W1629143244","https://openalex.org/W1648477960","https://openalex.org/W1806329564","https://openalex.org/W1856750239","https://openalex.org/W1900612222","https://openalex.org/W1918839972","https://openalex.org/W1948199107","https://openalex.org/W1952056635","https://openalex.org/W1963752964","https://openalex.org/W1965702297","https://openalex.org/W1966741850","https://openalex.org/W1972544015","https://openalex.org/W1974181637","https://openalex.org/W1977366836","https://openalex.org/W1978779053","https://openalex.org/W1983291981","https://openalex.org/W1987380082","https://openalex.org/W1988973117","https://openalex.org/W1991210879","https://openalex.org/W1991318433","https://openalex.org/W1999489595","https://openalex.org/W2007227619","https://openalex.org/W2025350963","https://openalex.org/W2026513874","https://openalex.org/W2031163547","https://openalex.org/W2041132210","https://openalex.org/W2043518649","https://openalex.org/W2049589075","https://openalex.org/W2059562799","https://openalex.org/W2062978452","https://openalex.org/W2064853889","https://openalex.org/W2065311994","https://openalex.org/W2065890363","https://openalex.org/W2066664409","https://openalex.org/W2066832805","https://openalex.org/W2076337359","https://openalex.org/W2076818149","https://openalex.org/W2082028187","https://openalex.org/W2085618569","https://openalex.org/W2087973052","https://openalex.org/W2091576221","https://openalex.org/W2099404336","https://openalex.org/W2099940443","https://openalex.org/W2100537916","https://openalex.org/W2103292786","https://openalex.org/W2103414007","https://openalex.org/W2106393550","https://openalex.org/W2107726111","https://openalex.org/W2112076978","https://openalex.org/W2123619513","https://openalex.org/W2124623839","https://openalex.org/W2125011234","https://openalex.org/W2125055259","https://openalex.org/W2132166479","https://openalex.org/W2140190241","https://openalex.org/W2147169507","https://openalex.org/W2151040995","https://openalex.org/W2153497135","https://openalex.org/W2166559705","https://openalex.org/W2170798597","https://openalex.org/W2198623851","https://openalex.org/W2249861023","https://openalex.org/W2261525379","https://openalex.org/W2292922052","https://openalex.org/W2293085841","https://openalex.org/W2296509296","https://openalex.org/W2310347995","https://openalex.org/W2317138680","https://openalex.org/W2335999708","https://openalex.org/W2343841005","https://openalex.org/W2397065307","https://openalex.org/W2397218697","https://openalex.org/W2519367760","https://openalex.org/W2546565743","https://openalex.org/W2546923044","https://openalex.org/W2547434147","https://openalex.org/W2548015322","https://openalex.org/W2557513839","https://openalex.org/W2561342496","https://openalex.org/W2570836621","https://openalex.org/W2584408238","https://openalex.org/W2588514186","https://openalex.org/W2588787044","https://openalex.org/W2600058599","https://openalex.org/W2606697812","https://openalex.org/W2724268118","https://openalex.org/W2725585071","https://openalex.org/W2737231851","https://openalex.org/W2748106835","https://openalex.org/W2748771977","https://openalex.org/W2752236180","https://openalex.org/W2755127673","https://openalex.org/W2762776925","https://openalex.org/W2765709649","https://openalex.org/W2799935210","https://openalex.org/W2803881474","https://openalex.org/W2804640011","https://openalex.org/W2807026630","https://openalex.org/W2886265487","https://openalex.org/W2890507837","https://openalex.org/W2891394615","https://openalex.org/W2899576538","https://openalex.org/W2899761491","https://openalex.org/W2901561143","https://openalex.org/W2902529532","https://openalex.org/W2905097561","https://openalex.org/W2907683311","https://openalex.org/W2909445826","https://openalex.org/W2911526921","https://openalex.org/W2911964244","https://openalex.org/W2912790797","https://openalex.org/W2913771179","https://openalex.org/W2914692020","https://openalex.org/W2929803724","https://openalex.org/W2945977071","https://openalex.org/W2948335084","https://openalex.org/W2948646149","https://openalex.org/W2954936648","https://openalex.org/W2958285686","https://openalex.org/W2962874122","https://openalex.org/W2962900357","https://openalex.org/W2963748489","https://openalex.org/W2963748778","https://openalex.org/W2973862992","https://openalex.org/W2973883034","https://openalex.org/W2977545581","https://openalex.org/W2982291760","https://openalex.org/W2983270658","https://openalex.org/W2990268365","https://openalex.org/W2990933508","https://openalex.org/W2993999308","https://openalex.org/W2998574808","https://openalex.org/W2999359281","https://openalex.org/W3012476877","https://openalex.org/W3014867431","https://openalex.org/W3017881119","https://openalex.org/W3099525536","https://openalex.org/W3100378204","https://openalex.org/W3103753990","https://openalex.org/W3114046983","https://openalex.org/W4254650788","https://openalex.org/W4285719527","https://openalex.org/W6826537396"],"related_works":["https://openalex.org/W4226266853","https://openalex.org/W4210252074","https://openalex.org/W3092201768","https://openalex.org/W2796632413","https://openalex.org/W2740083192","https://openalex.org/W2794907032","https://openalex.org/W4255802207","https://openalex.org/W4299701476","https://openalex.org/W2904574413","https://openalex.org/W2462007151"],"abstract_inverted_index":{"Abstract":[0],"In":[1,78],"a":[2,45,145,158],"computing":[3,124],"context,":[4],"cybersecurity":[5,32,87,99,118,168,178],"is":[6,21,40,72,94,173],"undergoing":[7],"massive":[8],"shifts":[9],"in":[10,15,135],"technology":[11],"and":[12,18,34,49,53,67,83,101,128,143,151,181],"its":[13],"operations":[14],"recent":[16],"days,":[17],"data":[19,33,76,88,93,119,179],"science":[20,89,120,180],"driving":[22],"the":[23,41,55,92,102,105,123,136,165,188,197],"change.":[24],"Extracting":[25],"security":[26,46,113],"incident":[27],"patterns":[28,108],"or":[29],"insights":[30],"from":[31,97,199],"building":[35],"corresponding":[36],"data-driven":[37,107,191],"model":[38],",":[39,90],"key":[42],"to":[43,132,176,186],"make":[44],"system":[47],"automated":[48],"intelligent.":[50],"To":[51],"understand":[52],"analyze":[54],"actual":[56],"phenomena":[57],"with":[58],"data,":[59],"various":[60],"scientific":[61],"methods,":[62],"machine":[63,159],"learning":[64,160],"techniques,":[65],"processes,":[66],"systems":[68,198],"are":[69],"used,":[70],"which":[71],"commonly":[73],"known":[74],"as":[75,130],"science.":[77],"this":[79],"paper,":[80],"we":[81,156],"focus":[82,187],"briefly":[84],"discuss":[85,142,177],"on":[86],"where":[91],"being":[95],"gathered":[96],"relevant":[98,182],"sources,":[100],"analytics":[103],"complement":[104],"latest":[106],"for":[109,164,195],"providing":[110],"more":[111,126],"effective":[112],"solutions.":[114],"The":[115],"concept":[116],"of":[117,138,147,167],"allows":[121],"making":[122,194],"process":[125],"actionable":[127],"intelligent":[129,192],"compared":[131],"traditional":[133],"ones":[134],"domain":[137],"cybersecurity.":[139],"We":[140],"then":[141],"summarize":[144],"number":[146],"associated":[148],"research":[149],"issues":[150],"future":[152],"directions":[153],".":[154],"Furthermore,":[155],"provide":[157],"based":[161],"multi-layered":[162],"framework":[163],"purpose":[166],"modeling.":[169],"Overall,":[170],"our":[171],"goal":[172],"not":[174],"only":[175],"methods":[183],"but":[184],"also":[185],"applicability":[189],"towards":[190],"decision":[193],"protecting":[196],"cyber-attacks.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":46},{"year":2025,"cited_by_count":168},{"year":2024,"cited_by_count":148},{"year":2023,"cited_by_count":133},{"year":2022,"cited_by_count":119},{"year":2021,"cited_by_count":77},{"year":2020,"cited_by_count":16}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}
