{"id":"https://openalex.org/W2501709940","doi":"https://doi.org/10.1145/2851613.2851802","title":"MalFlow","display_name":"MalFlow","publication_year":2016,"publication_date":"2016-04-04","ids":{"openalex":"https://openalex.org/W2501709940","doi":"https://doi.org/10.1145/2851613.2851802","mag":"2501709940"},"language":"en","primary_location":{"id":"doi:10.1145/2851613.2851802","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2851613.2851802","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st Annual ACM Symposium on Applied Computing","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/A5022821602","display_name":"Tobias W\u00fcchner","orcid":"https://orcid.org/0000-0002-7524-5550"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Tobias W\u00fcchner","raw_affiliation_strings":["Technische Universit\u00e4t, M\u00fcnchen"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t, M\u00fcnchen","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019979722","display_name":"Mart\u00edn Ochoa","orcid":"https://orcid.org/0000-0002-7816-5775"},"institutions":[{"id":"https://openalex.org/I152815399","display_name":"Singapore University of Technology and Design","ror":"https://ror.org/05j6fvn87","country_code":"SG","type":"education","lineage":["https://openalex.org/I152815399"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Mart\u00edn Ochoa","raw_affiliation_strings":["Singapore University of Technology and Design"],"affiliations":[{"raw_affiliation_string":"Singapore University of Technology and Design","institution_ids":["https://openalex.org/I152815399"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010988139","display_name":"Mojdeh Golagha","orcid":null},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mojdeh Golagha","raw_affiliation_strings":["Technische Universit\u00e4t, M\u00fcnchen"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t, M\u00fcnchen","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112244169","display_name":"Gaurav Srivastava","orcid":null},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Gaurav Srivastava","raw_affiliation_strings":["Technische Universit\u00e4t, M\u00fcnchen"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t, M\u00fcnchen","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089331667","display_name":"Thomas Schreck","orcid":"https://orcid.org/0000-0002-8960-6986"},"institutions":[{"id":"https://openalex.org/I1325886976","display_name":"Siemens (Germany)","ror":"https://ror.org/059mq0909","country_code":"DE","type":"company","lineage":["https://openalex.org/I1325886976"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Thomas Schreck","raw_affiliation_strings":["Siemens CERT"],"affiliations":[{"raw_affiliation_string":"Siemens CERT","institution_ids":["https://openalex.org/I1325886976"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002011805","display_name":"Alexander Pretschner","orcid":"https://orcid.org/0000-0002-5573-1201"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alexander Pretschner","raw_affiliation_strings":["Technische Universit\u00e4t, M\u00fcnchen"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t, M\u00fcnchen","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5022821602"],"corresponding_institution_ids":["https://openalex.org/I62916508"],"apc_list":null,"apc_paid":null,"fwci":0.5044,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.63731094,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"2087","last_page":"2094"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":1.0,"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/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/T11644","display_name":"Spam and Phishing Detection","score":0.9912999868392944,"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":0.8479266166687012},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.6089265942573547},{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.6015544533729553},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.5473662614822388},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.4812745451927185},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4576101005077362},{"id":"https://openalex.org/keywords/denial-of-service-attack","display_name":"Denial-of-service attack","score":0.4388563632965088},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.42221635580062866},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.390065997838974},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38552287220954895},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.37622153759002686},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.25806131958961487},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.16083452105522156}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8479266166687012},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.6089265942573547},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.6015544533729553},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.5473662614822388},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4812745451927185},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4576101005077362},{"id":"https://openalex.org/C38822068","wikidata":"https://www.wikidata.org/wiki/Q131406","display_name":"Denial-of-service attack","level":3,"score":0.4388563632965088},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.42221635580062866},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.390065997838974},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38552287220954895},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.37622153759002686},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.25806131958961487},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.16083452105522156},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2851613.2851802","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2851613.2851802","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st Annual ACM Symposium on Applied Computing","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.550000011920929,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W22566950","https://openalex.org/W612695075","https://openalex.org/W1507388815","https://openalex.org/W1515180657","https://openalex.org/W1531782611","https://openalex.org/W1583098994","https://openalex.org/W1598169875","https://openalex.org/W1775772884","https://openalex.org/W1954903228","https://openalex.org/W2024170198","https://openalex.org/W2054143615","https://openalex.org/W2064274762","https://openalex.org/W2066220442","https://openalex.org/W2070191343","https://openalex.org/W2100550848","https://openalex.org/W2114996745","https://openalex.org/W2136495567","https://openalex.org/W2142838865","https://openalex.org/W2155440239","https://openalex.org/W2950260584"],"related_works":["https://openalex.org/W2097492617","https://openalex.org/W2125652721","https://openalex.org/W4386482731","https://openalex.org/W1540371141","https://openalex.org/W2765763546","https://openalex.org/W4231274751","https://openalex.org/W4385302085","https://openalex.org/W2753240997","https://openalex.org/W2360429410","https://openalex.org/W1549363203"],"abstract_inverted_index":{"Modern":[0],"malware":[1,46],"interacts":[2],"with":[3,11,73,75,88,104],"multiple":[4],"internet":[5],"domains":[6,35,51,60],"for":[7,151],"various":[8],"reasons:":[9],"communication":[10,101],"command":[12],"and":[13,124,133],"control":[14],"(C&C)":[15],"servers,":[16],"boosting":[17],"click":[18],"counts":[19],"on":[20,79,95,121],"online":[21],"ads":[22],"or":[23,116],"performing":[24],"denial":[25],"of":[26,33,58,84,102,154],"service":[27],"attacks,":[28],"among":[29],"others.":[30],"The":[31],"identification":[32],"malign":[34,59,115],"is":[36,61],"thus":[37],"necessary":[38],"to":[39,52,111],"prevent":[40],"(and":[41],"react":[42],"to)":[43],"incidents.":[44],"Since":[45],"creators":[47],"constantly":[48],"generate":[49],"new":[50],"avoid":[53],"detection,":[54],"maintaining":[55],"up-to-date":[56],"lists":[57],"challenging.":[62],"We":[63,138],"propose":[64],"an":[65,148],"approach":[66,91],"that":[67,99],"automatically":[68],"estimates":[69],"the":[70,80],"risk":[71],"associated":[72],"communicating":[74,87],"a":[76,85,122,129,134],"domain":[77],"based":[78],"data":[81,96,126],"flow":[82,97],"behavior":[83],"process":[86],"it.":[89],"Our":[90,119],"uses":[92],"unsupervised":[93],"learning":[94],"profiles":[98],"capture":[100],"processes":[103],"network":[105],"endpoints":[106],"at":[107],"system":[108],"call":[109],"level":[110],"distinguish":[112],"between":[113],"likely":[114],"benign":[117],"behavior.":[118],"evaluations":[120],"large":[123],"diverse":[125],"set":[127],"indicate":[128],"high":[130],"detection":[131],"accuracy":[132],"reasonable":[135],"performance":[136],"overhead.":[137],"further":[139],"discuss":[140],"how":[141],"this":[142],"concept":[143],"can":[144],"be":[145],"used":[146],"in":[147],"operational":[149],"setting":[150],"fine-grained":[152],"enforcement":[153],"risk-based":[155],"incident":[156],"response":[157],"actions.":[158]},"counts_by_year":[{"year":2019,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2016-08-23T00:00:00"}
