{"id":"https://openalex.org/W2919478990","doi":"https://doi.org/10.1109/tencon.2018.8650218","title":"Ahead of the Curve: A Deeper Understanding of Network Threats Through Machine Learning","display_name":"Ahead of the Curve: A Deeper Understanding of Network Threats Through Machine Learning","publication_year":2018,"publication_date":"2018-10-01","ids":{"openalex":"https://openalex.org/W2919478990","doi":"https://doi.org/10.1109/tencon.2018.8650218","mag":"2919478990"},"language":"en","primary_location":{"id":"doi:10.1109/tencon.2018.8650218","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tencon.2018.8650218","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TENCON 2018 - 2018 IEEE Region 10 Conference","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042068221","display_name":"Joy Nathalie Avelino","orcid":null},"institutions":[{"id":"https://openalex.org/I4210153322","display_name":"Trend Micro (Japan)","ror":"https://ror.org/043a53k35","country_code":"JP","type":"company","lineage":["https://openalex.org/I4210153322"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Joy Nathalie Avelino","raw_affiliation_strings":["Core Technology, Trend Micro Incorporated, Pasig City, Philippines"],"affiliations":[{"raw_affiliation_string":"Core Technology, Trend Micro Incorporated, Pasig City, Philippines","institution_ids":["https://openalex.org/I4210153322"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035577722","display_name":"Carmi Anne Loren Mora","orcid":null},"institutions":[{"id":"https://openalex.org/I4210153322","display_name":"Trend Micro (Japan)","ror":"https://ror.org/043a53k35","country_code":"JP","type":"company","lineage":["https://openalex.org/I4210153322"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Carmi Anne Loren Mora","raw_affiliation_strings":["Core Technology, Trend Micro Incorporated, Pasig City, Philippines"],"affiliations":[{"raw_affiliation_string":"Core Technology, Trend Micro Incorporated, Pasig City, Philippines","institution_ids":["https://openalex.org/I4210153322"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077751820","display_name":"Jessica Patricia Balaquit","orcid":null},"institutions":[{"id":"https://openalex.org/I4210153322","display_name":"Trend Micro (Japan)","ror":"https://ror.org/043a53k35","country_code":"JP","type":"company","lineage":["https://openalex.org/I4210153322"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Jessica Patricia Balaquit","raw_affiliation_strings":["Core Technology, Trend Micro Incorporated, Pasig City, Philippines"],"affiliations":[{"raw_affiliation_string":"Core Technology, Trend Micro Incorporated, Pasig City, Philippines","institution_ids":["https://openalex.org/I4210153322"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5042068221"],"corresponding_institution_ids":["https://openalex.org/I4210153322"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.2232369,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"2","issue":null,"first_page":"1172","last_page":"1176"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":1.0,"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":1.0,"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":0.9998000264167786,"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"}},{"id":"https://openalex.org/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9995999932289124,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.811750054359436},{"id":"https://openalex.org/keywords/evasion","display_name":"Evasion (ethics)","score":0.6737421751022339},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.6625480651855469},{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.6097794771194458},{"id":"https://openalex.org/keywords/obfuscation","display_name":"Obfuscation","score":0.5843994617462158},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5655742883682251},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.540642261505127},{"id":"https://openalex.org/keywords/encryption","display_name":"Encryption","score":0.4849105477333069},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4696107506752014},{"id":"https://openalex.org/keywords/damages","display_name":"Damages","score":0.44166290760040283},{"id":"https://openalex.org/keywords/ransomware","display_name":"Ransomware","score":0.43868446350097656},{"id":"https://openalex.org/keywords/network-security","display_name":"Network security","score":0.4146173596382141},{"id":"https://openalex.org/keywords/header","display_name":"Header","score":0.4135615825653076},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32307448983192444},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2713227868080139}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.811750054359436},{"id":"https://openalex.org/C2781251061","wikidata":"https://www.wikidata.org/wiki/Q5416089","display_name":"Evasion (ethics)","level":3,"score":0.6737421751022339},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.6625480651855469},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.6097794771194458},{"id":"https://openalex.org/C40305131","wikidata":"https://www.wikidata.org/wiki/Q2616305","display_name":"Obfuscation","level":2,"score":0.5843994617462158},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5655742883682251},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.540642261505127},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.4849105477333069},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4696107506752014},{"id":"https://openalex.org/C2777381055","wikidata":"https://www.wikidata.org/wiki/Q308922","display_name":"Damages","level":2,"score":0.44166290760040283},{"id":"https://openalex.org/C2777667771","wikidata":"https://www.wikidata.org/wiki/Q926331","display_name":"Ransomware","level":3,"score":0.43868446350097656},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.4146173596382141},{"id":"https://openalex.org/C48105269","wikidata":"https://www.wikidata.org/wiki/Q1141160","display_name":"Header","level":2,"score":0.4135615825653076},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32307448983192444},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2713227868080139},{"id":"https://openalex.org/C8891405","wikidata":"https://www.wikidata.org/wiki/Q1059","display_name":"Immune system","level":2,"score":0.0},{"id":"https://openalex.org/C203014093","wikidata":"https://www.wikidata.org/wiki/Q101929","display_name":"Immunology","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},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tencon.2018.8650218","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tencon.2018.8650218","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TENCON 2018 - 2018 IEEE Region 10 Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.7099999785423279,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W433644524","https://openalex.org/W1491237615","https://openalex.org/W1578389446","https://openalex.org/W1952056635","https://openalex.org/W1965334909","https://openalex.org/W2059073895","https://openalex.org/W2078191206","https://openalex.org/W2091067302","https://openalex.org/W2101234009","https://openalex.org/W2105472238","https://openalex.org/W2157665255","https://openalex.org/W2182464523","https://openalex.org/W2553981914","https://openalex.org/W2601243251","https://openalex.org/W2627181799","https://openalex.org/W2803881474","https://openalex.org/W2963065250","https://openalex.org/W6629287744","https://openalex.org/W6675354045","https://openalex.org/W6675667404","https://openalex.org/W6683235873","https://openalex.org/W6719796978","https://openalex.org/W6730169232","https://openalex.org/W6735308777","https://openalex.org/W6739965743"],"related_works":["https://openalex.org/W2620652965","https://openalex.org/W2024170198","https://openalex.org/W4296272594","https://openalex.org/W2900526031","https://openalex.org/W2128507946","https://openalex.org/W2728713145","https://openalex.org/W2131332603","https://openalex.org/W2072617132","https://openalex.org/W2470029541","https://openalex.org/W2470502009"],"abstract_inverted_index":{"The":[0],"role":[1],"of":[2,11,111,152,157,160],"big":[3],"data":[4],"and":[5,88,164],"machine":[6,75],"intelligence":[7],"in":[8,64,96,107,137],"the":[9,35,65,97,109,138],"field":[10],"information":[12,58],"security":[13],"is":[14,38,118],"gaining":[15],"importance":[16],"as":[17,59,61,84],"malicious":[18,80,85,144],"attackers":[19],"use":[20],"evasion":[21],"techniques":[22,43],"(polymorphism,":[23],"encryption,":[24],"obfuscation)":[25],"to":[26,40,44,72,78,120,148],"bypass":[27],"signature-based":[28],"detection.":[29],"As":[30],"most":[31],"threats":[32,123],"propagate":[33],"through":[34],"network,":[36],"it":[37,49,117],"important":[39],"have":[41],"proactive":[42],"discover":[45],"an":[46],"infection":[47],"before":[48],"damages":[50],"a":[51,74,125,149],"computer.This":[52],"paper":[53],"will":[54],"examine":[55],"how":[56],"header-based":[57],"well":[60],"other":[62],"characteristics":[63,110,132],"HTTP":[66],"network":[67,112,145],"traffic":[68,146],"can":[69,134],"be":[70,135],"used":[71],"train":[73],"learning":[76,108],"model":[77],"capture":[79],"behavior.Network":[81],"streams":[82],"tagged":[83],"are":[86,105,131],"preprocessed":[87],"clustered.":[89],"It":[90],"has":[91],"been":[92],"found":[93],"that":[94,133],"features":[95,104],"raw":[98],"byte":[99],"stream":[100],"augmented":[101],"with":[102],"handcrafted":[103],"useful":[106],"threats.In":[113],"specific":[114,126],"clusters":[115],"formed,":[116],"possible":[119],"identify":[121],"certain":[122],"targeting":[124],"server,":[127],"or":[128],"if":[129],"there":[130],"observed":[136],"injected":[139],"code":[140],"for":[141],"exploit":[142],"detection.Clustering":[143],"leads":[147],"better":[150],"understanding":[151],"protection":[153],"against":[154],"these":[155],"types":[156],"threats,":[158],"identification":[159],"connected":[161],"malware":[162],"campaigns,":[163],"insight":[165],"on":[166],"future":[167],"trends.":[168]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
