{"id":"https://openalex.org/W4387337533","doi":"https://doi.org/10.1145/3622896.3622907","title":"Mal-lightDet: A light method to detect malicious encrypted traffic based on machine learning","display_name":"Mal-lightDet: A light method to detect malicious encrypted traffic based on machine learning","publication_year":2023,"publication_date":"2023-08-25","ids":{"openalex":"https://openalex.org/W4387337533","doi":"https://doi.org/10.1145/3622896.3622907"},"language":"en","primary_location":{"id":"doi:10.1145/3622896.3622907","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3622896.3622907","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 4th International Conference on Control, Robotics and Intelligent System","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/A5056463512","display_name":"Xu Liu","orcid":"https://orcid.org/0000-0002-6766-5184"},"institutions":[{"id":"https://openalex.org/I106645853","display_name":"Changchun University of Science and Technology","ror":"https://ror.org/007mntk44","country_code":"CN","type":"education","lineage":["https://openalex.org/I106645853"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Liu","raw_affiliation_strings":["School of computer science and technology, Changchun university of science and technology, China and Jilin Province Key Laboratory of Network and Information Security, China"],"raw_orcid":"https://orcid.org/0000-0002-6766-5184","affiliations":[{"raw_affiliation_string":"School of computer science and technology, Changchun university of science and technology, China and Jilin Province Key Laboratory of Network and Information Security, China","institution_ids":["https://openalex.org/I106645853"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111051027","display_name":"Zhang Liu","orcid":"https://orcid.org/0009-0000-6804-0605"},"institutions":[{"id":"https://openalex.org/I106645853","display_name":"Changchun University of Science and Technology","ror":"https://ror.org/007mntk44","country_code":"CN","type":"education","lineage":["https://openalex.org/I106645853"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhang Liu","raw_affiliation_strings":["School of artificial intelligence, Changchun university of science and technology, China"],"raw_orcid":"https://orcid.org/0009-0000-6804-0605","affiliations":[{"raw_affiliation_string":"School of artificial intelligence, Changchun university of science and technology, China","institution_ids":["https://openalex.org/I106645853"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101902256","display_name":"Xiaojing Zhao","orcid":"https://orcid.org/0009-0008-2575-4518"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiaojing Zhao","raw_affiliation_strings":["Changchun university of science and technology, China and Unicom (Shanghai) Industry Internet Co.,Ltd, China"],"raw_orcid":"https://orcid.org/0009-0008-2575-4518","affiliations":[{"raw_affiliation_string":"Changchun university of science and technology, China and Unicom (Shanghai) Industry Internet Co.,Ltd, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101568797","display_name":"Zhengwei Ren","orcid":"https://orcid.org/0000-0003-2233-4303"},"institutions":[{"id":"https://openalex.org/I106645853","display_name":"Changchun University of Science and Technology","ror":"https://ror.org/007mntk44","country_code":"CN","type":"education","lineage":["https://openalex.org/I106645853"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengwei Ren","raw_affiliation_strings":["School of artificial intelligence, Changchun university of science and technology, China"],"raw_orcid":"https://orcid.org/0000-0003-2233-4303","affiliations":[{"raw_affiliation_string":"School of artificial intelligence, Changchun university of science and technology, China","institution_ids":["https://openalex.org/I106645853"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1515859,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"64","last_page":"68"},"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9988999962806702,"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":0.7511434555053711},{"id":"https://openalex.org/keywords/encryption","display_name":"Encryption","score":0.7343193888664246},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4675413966178894},{"id":"https://openalex.org/keywords/traffic-signal","display_name":"Traffic signal","score":0.4582172930240631},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.42380568385124207},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.401891827583313},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.26573437452316284}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7511434555053711},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.7343193888664246},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4675413966178894},{"id":"https://openalex.org/C2987419075","wikidata":"https://www.wikidata.org/wiki/Q8004","display_name":"Traffic signal","level":2,"score":0.4582172930240631},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.42380568385124207},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.401891827583313},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.26573437452316284}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3622896.3622907","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3622896.3622907","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 4th International Conference on Control, Robotics and Intelligent System","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.7799999713897705}],"awards":[{"id":"https://openalex.org/G2527461475","display_name":null,"funder_award_id":"YDZJ202201ZYTS417","funder_id":"https://openalex.org/F4320327282","funder_display_name":"Department of Science and Technology of Jilin Province"},{"id":"https://openalex.org/G4049472660","display_name":null,"funder_award_id":"JJKH20220773KJ","funder_id":"https://openalex.org/F4320326270","funder_display_name":"Education Department of Jilin Province"}],"funders":[{"id":"https://openalex.org/F4320326270","display_name":"Education Department of Jilin Province","ror":"https://ror.org/05782e512"},{"id":"https://openalex.org/F4320327282","display_name":"Department of Science and Technology of Jilin Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2148913232","https://openalex.org/W2613715541","https://openalex.org/W2792290891","https://openalex.org/W2925211503","https://openalex.org/W2994963040","https://openalex.org/W3007213231","https://openalex.org/W3043530913","https://openalex.org/W3107462818","https://openalex.org/W3131815991","https://openalex.org/W3165750692","https://openalex.org/W3181596493","https://openalex.org/W3194428826","https://openalex.org/W4225740506","https://openalex.org/W4240056463","https://openalex.org/W7061617713"],"related_works":["https://openalex.org/W2359800014","https://openalex.org/W2100090372","https://openalex.org/W4361205702","https://openalex.org/W2385965183","https://openalex.org/W4289281780","https://openalex.org/W2013342653","https://openalex.org/W2901818815","https://openalex.org/W4237598585","https://openalex.org/W2359552542","https://openalex.org/W2374897487"],"abstract_inverted_index":{"Encryption":[0],"not":[1,151],"only":[2,152],"protects":[3],"the":[4,31,69,84,116,122,130,140,154,160,171],"network":[5,28],"security":[6],"and":[7,87,133,173,195],"privacy,":[8,34],"but":[9,74,157],"also":[10,158],"encrypts":[11],"attackers\u2019":[12],"malicious":[13,22,70,101,179],"traffic":[14,24,72,103,123],"to":[15,20,40,49,68,120,138,177],"evade":[16],"detection.":[17],"Thus,":[18],"how":[19],"detect":[21],"encrypted":[23,71,102],"is":[25,126],"critical":[26],"for":[27,97],"security.":[29],"From":[30],"perspective":[32],"of":[33,100,142,175],"methods":[35,57],"based":[36,104],"on":[37,79,105],"ciphertext":[38],"seem":[39],"be":[41],"more":[42,193,196],"attractive":[43],"than":[44,198],"decryption-based":[45],"methods.":[46,188,202],"However,":[47],"due":[48],"performance":[50,86],"limitation":[51],"or":[52],"privacy":[53],"violations,":[54],"most":[55],"existing":[56,131],"are":[58],"far":[59],"from":[60],"satisfactory.":[61],"Machine":[62],"learning":[63,145,201],"models":[64],"provide":[65],"a":[66,93,110,134],"solution":[67],"detection,":[73],"they":[75],"place":[76],"great":[77],"demand":[78],"data":[80,181],"features.":[81],"To":[82],"balance":[83],"detection":[85,99,136,155],"feature":[88,149],"effectiveness,":[89],"this":[90],"paper":[91],"proposes":[92],"framework":[94],"called":[95],"Mal-lightDet":[96,108,176,190],"light":[98],"machine":[106,144],"learning.":[107],"includes":[109],"feature-group":[111],"selection":[112],"model":[113,137],"that":[114],"mines":[115],"relevance":[117],"between":[118],"features":[119],"represent":[121],"flow,":[124],"which":[125],"less":[127],"considered":[128],"in":[129],"methods,":[132],"voting-based":[135],"eliminate":[139],"bias":[141],"different":[143],"models.":[146],"The":[147,167],"selected":[148],"subset":[150],"preserves":[153],"effectiveness":[156],"reduces":[159],"computation":[161],"brought":[162],"by":[163,182],"massive":[164],"training":[165],"data.":[166],"experimental":[168],"results":[169],"prove":[170],"efficiency":[172],"stability":[174],"distinguish":[178],"flow":[180],"comparing":[183],"it":[184],"with":[185],"other":[186],"state-of-art":[187],"Besides,":[189],"performs":[191],"faster,":[192],"accurately,":[194],"stably":[197],"some":[199],"deep":[200]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}