{"id":"https://openalex.org/W4212989604","doi":"https://doi.org/10.1142/s0219265921440242","title":"Deep Learning CNN Framework for Detection and Classification of Internet Worms","display_name":"Deep Learning CNN Framework for Detection and Classification of Internet Worms","publication_year":2022,"publication_date":"2022-02-14","ids":{"openalex":"https://openalex.org/W4212989604","doi":"https://doi.org/10.1142/s0219265921440242"},"language":"en","primary_location":{"id":"doi:10.1142/s0219265921440242","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0219265921440242","pdf_url":null,"source":{"id":"https://openalex.org/S63112013","display_name":"Journal of Interconnection Networks","issn_l":"0219-2659","issn":["0219-2659","1793-6713"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Interconnection Networks","raw_type":"journal-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/A5000223333","display_name":"Mundlamuri Venkata Rao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210125414","display_name":"Lincoln University College","ror":"https://ror.org/02yd50j87","country_code":"MY","type":"education","lineage":["https://openalex.org/I4210125414"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mundlamuri Venkata Rao","raw_affiliation_strings":["Department of Computer Science and Multimedia, Lincoln University College Selangor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Multimedia, Lincoln University College Selangor, Malaysia","institution_ids":["https://openalex.org/I4210125414"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038722542","display_name":"Divya Midhunchakkaravarthy","orcid":"https://orcid.org/0000-0002-8044-1863"},"institutions":[{"id":"https://openalex.org/I4210125414","display_name":"Lincoln University College","ror":"https://ror.org/02yd50j87","country_code":"MY","type":"education","lineage":["https://openalex.org/I4210125414"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Divya Midhunchakkaravarthy","raw_affiliation_strings":["Department of Computer Science and Multimedia, Lincoln University College Selangor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Multimedia, Lincoln University College Selangor, Malaysia","institution_ids":["https://openalex.org/I4210125414"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074806875","display_name":"Sujatha Dandu","orcid":"https://orcid.org/0000-0002-2294-9060"},"institutions":[{"id":"https://openalex.org/I4210131147","display_name":"SRM University","ror":"https://ror.org/037skf023","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018","https://openalex.org/I4210131147"]},{"id":"https://openalex.org/I4401726783","display_name":"VIT-AP University","ror":"https://ror.org/007v4hf75","country_code":null,"type":"education","lineage":["https://openalex.org/I4401726783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sujatha Dandu","raw_affiliation_strings":["Department of Computer Science and Engineering, VIT-AP University, Amaravati, Andhra Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, VIT-AP University, Amaravati, Andhra Pradesh, India","institution_ids":["https://openalex.org/I4210131147","https://openalex.org/I4401726783"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2852,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.55164064,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":"22","issue":"Supp03","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":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":0.9994999766349792,"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/netflow","display_name":"NetFlow","score":0.8778935074806213},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8698263168334961},{"id":"https://openalex.org/keywords/botnet","display_name":"Botnet","score":0.7077099680900574},{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.6998603343963623},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.6540430784225464},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.5961633920669556},{"id":"https://openalex.org/keywords/network-security","display_name":"Network security","score":0.5697271227836609},{"id":"https://openalex.org/keywords/packet-analyzer","display_name":"Packet analyzer","score":0.5203556418418884},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.4893135726451874},{"id":"https://openalex.org/keywords/signature","display_name":"Signature (topology)","score":0.4830797016620636},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4801577925682068},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4709143340587616},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4466722011566162},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4422464370727539},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4399513006210327},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4368913769721985},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.145104318857193}],"concepts":[{"id":"https://openalex.org/C188067584","wikidata":"https://www.wikidata.org/wiki/Q219363","display_name":"NetFlow","level":2,"score":0.8778935074806213},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8698263168334961},{"id":"https://openalex.org/C22735295","wikidata":"https://www.wikidata.org/wiki/Q317671","display_name":"Botnet","level":3,"score":0.7077099680900574},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.6998603343963623},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.6540430784225464},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.5961633920669556},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.5697271227836609},{"id":"https://openalex.org/C95362637","wikidata":"https://www.wikidata.org/wiki/Q54366","display_name":"Packet analyzer","level":3,"score":0.5203556418418884},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.4893135726451874},{"id":"https://openalex.org/C2779696439","wikidata":"https://www.wikidata.org/wiki/Q7512811","display_name":"Signature (topology)","level":2,"score":0.4830797016620636},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4801577925682068},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4709143340587616},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4466722011566162},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4422464370727539},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4399513006210327},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4368913769721985},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.145104318857193},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0219265921440242","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0219265921440242","pdf_url":null,"source":{"id":"https://openalex.org/S63112013","display_name":"Journal of Interconnection Networks","issn_l":"0219-2659","issn":["0219-2659","1793-6713"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Interconnection Networks","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7799999713897705,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1904947913","https://openalex.org/W2053550965","https://openalex.org/W2198623851","https://openalex.org/W2334793245","https://openalex.org/W2399941526","https://openalex.org/W2580325755","https://openalex.org/W2608254981","https://openalex.org/W2610380759","https://openalex.org/W2739440565","https://openalex.org/W2766330204","https://openalex.org/W2779767788","https://openalex.org/W2884886876","https://openalex.org/W2885616781","https://openalex.org/W2886805663","https://openalex.org/W2905301225","https://openalex.org/W2939156544","https://openalex.org/W2941597514","https://openalex.org/W2955343150","https://openalex.org/W2966507463","https://openalex.org/W3022458269","https://openalex.org/W3046133755","https://openalex.org/W3092070396","https://openalex.org/W3112904950","https://openalex.org/W3163528665","https://openalex.org/W4246136490","https://openalex.org/W4246252528","https://openalex.org/W4248299818"],"related_works":["https://openalex.org/W2929621094","https://openalex.org/W1996006176","https://openalex.org/W4285325964","https://openalex.org/W2184748140","https://openalex.org/W1599449514","https://openalex.org/W2110675786","https://openalex.org/W2052466667","https://openalex.org/W3120717340","https://openalex.org/W2567044960","https://openalex.org/W2519215548"],"abstract_inverted_index":{"A":[0],"worm":[1,20],"is":[2,7,74,145],"a":[3,85],"standalone":[4],"program,":[5],"which":[6],"self-replicating":[8],"malware":[9],"that":[10],"distributes":[11],"itself":[12],"to":[13,107,161],"other":[14],"computers":[15,30],"and":[16,26,35,55,70,93,110,131,152,174],"networks.":[17],"An":[18],"Internet":[19,96],"can":[21,112],"spread":[22],"across":[23],"the":[24,36,52,59,64,71,77,90,115,124,133,136,163],"network":[25,53,72,103,178],"infect":[27],"millions":[28],"of":[29,88,118,135,141,165],"in":[31],"truly":[32],"little":[33],"time":[34],"damages":[37],"caused":[38],"from":[39],"such":[40],"attacks":[41,109],"are":[42,61,159],"considered":[43],"extremely":[44],"high.":[45],"In":[46],"addition,":[47],"these":[48],"worms":[49,97],"also":[50,113],"affect":[51],"packet":[54,149],"its":[56],"performance,":[57],"where":[58],"packets":[60],"analyzed":[62,75],"by":[63,76],"signature-based":[65],"intrusion":[66],"detection":[67,87],"system":[68],"(IDS)":[69],"performance":[73],"NetFlow":[78,94],"based":[79,92,95],"IDS.":[80],"Hence,":[81],"this":[82],"article":[83],"proposes":[84],"joint":[86],"both":[89,148],"signature":[91],"using":[98,147],"deep":[99],"learning":[100],"convolution":[101],"neural":[102,177],"(DLCNN)":[104],"with":[105],"respect":[106],"various":[108,156],"it":[111,122],"prevent":[114],"suspicious":[116],"actions":[117],"attackers":[119],"(cyber-criminals).":[120],"Additionally,":[121],"provides":[123],"security":[125],"for":[126],"users\u2019":[127],"data":[128],"maintenance,":[129],"countermeasures,":[130],"controls":[132],"spreading":[134],"internet":[137],"worms.":[138],"The":[139],"effectiveness":[140],"proposed":[142,166],"DLCNN":[143,167],"model":[144,168],"evaluated":[146],"capture":[150],"(PCAP)":[151],"KDD-CUP-99":[153],"datasets.":[154],"Finally,":[155],"quality":[157],"metrics":[158],"employed":[160],"disclose":[162],"superiority":[164],"as":[169],"compared":[170],"existing":[171],"machine":[172],"learning,":[173],"back":[175],"propagated":[176],"models.":[179]},"counts_by_year":[{"year":2023,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
