{"id":"https://openalex.org/W2893268080","doi":"https://doi.org/10.15439/2018f321","title":"Classification of Computer Network Users with Convolutional Neural Networks","display_name":"Classification of Computer Network Users with Convolutional Neural Networks","publication_year":2018,"publication_date":"2018-09-26","ids":{"openalex":"https://openalex.org/W2893268080","doi":"https://doi.org/10.15439/2018f321","mag":"2893268080"},"language":"en","primary_location":{"id":"doi:10.15439/2018f321","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2018f321","pdf_url":"https://annals-csis.org/proceedings/2018/drp/pdf/321.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://annals-csis.org/proceedings/2018/drp/pdf/321.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057695150","display_name":"Jakub Nowak","orcid":"https://orcid.org/0000-0002-1572-3426"},"institutions":[{"id":"https://openalex.org/I130294970","display_name":"Cz\u0119stochowa University of Technology","ror":"https://ror.org/046awyn59","country_code":"PL","type":"education","lineage":["https://openalex.org/I130294970"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Jakub Nowak","raw_affiliation_strings":["Computer Vision and Data Mining Lab, Institute of Computational Intelligence, Czestochowa University of Technology, Al. Armii Krajowej 36, 42-200 Czestochowa, Poland"],"affiliations":[{"raw_affiliation_string":"Computer Vision and Data Mining Lab, Institute of Computational Intelligence, Czestochowa University of Technology, Al. Armii Krajowej 36, 42-200 Czestochowa, Poland","institution_ids":["https://openalex.org/I130294970"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047316191","display_name":"Marcin Korytkowski","orcid":"https://orcid.org/0000-0002-6002-2733"},"institutions":[{"id":"https://openalex.org/I130294970","display_name":"Cz\u0119stochowa University of Technology","ror":"https://ror.org/046awyn59","country_code":"PL","type":"education","lineage":["https://openalex.org/I130294970"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Marcin Korytkowski","raw_affiliation_strings":["Computer Vision and Data Mining Lab, Institute of Computational Intelligence, Czestochowa University of Technology, Al. Armii Krajowej 36, 42-200 Czestochowa, Poland"],"affiliations":[{"raw_affiliation_string":"Computer Vision and Data Mining Lab, Institute of Computational Intelligence, Czestochowa University of Technology, Al. Armii Krajowej 36, 42-200 Czestochowa, Poland","institution_ids":["https://openalex.org/I130294970"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036573895","display_name":"Rafa\u0142 Scherer","orcid":"https://orcid.org/0000-0001-9592-262X"},"institutions":[{"id":"https://openalex.org/I130294970","display_name":"Cz\u0119stochowa University of Technology","ror":"https://ror.org/046awyn59","country_code":"PL","type":"education","lineage":["https://openalex.org/I130294970"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Rafa\u0142 Scherer","raw_affiliation_strings":["Computer Vision and Data Mining Lab, Institute of Computational Intelligence, Czestochowa University of Technology, Al. Armii Krajowej 36, 42-200 Czestochowa, Poland"],"affiliations":[{"raw_affiliation_string":"Computer Vision and Data Mining Lab, Institute of Computational Intelligence, Czestochowa University of Technology, Al. Armii Krajowej 36, 42-200 Czestochowa, Poland","institution_ids":["https://openalex.org/I130294970"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5057695150"],"corresponding_institution_ids":["https://openalex.org/I130294970"],"apc_list":null,"apc_paid":null,"fwci":0.9404,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.72923077,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"15","issue":null,"first_page":"501","last_page":"504"},"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":0.9993000030517578,"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/T11644","display_name":"Spam and Phishing Detection","score":0.9965000152587891,"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":0.8316867351531982},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7231059670448303},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4842214584350586},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.41301119327545166},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3415106534957886}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8316867351531982},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7231059670448303},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4842214584350586},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.41301119327545166},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3415106534957886}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.15439/2018f321","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2018f321","pdf_url":"https://annals-csis.org/proceedings/2018/drp/pdf/321.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:doaj.org/article:91f37824c4d54490b03a7c691c994adc","is_oa":true,"landing_page_url":"https://doaj.org/article/91f37824c4d54490b03a7c691c994adc","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Annals of computer science and information systems, Vol 15, Pp 501-504 (2018)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.15439/2018f321","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2018f321","pdf_url":"https://annals-csis.org/proceedings/2018/drp/pdf/321.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2893268080.pdf","grobid_xml":"https://content.openalex.org/works/W2893268080.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W1498436455","https://openalex.org/W2112796928","https://openalex.org/W2146760276","https://openalex.org/W2170240176","https://openalex.org/W2342408547","https://openalex.org/W2585540825","https://openalex.org/W2594661308","https://openalex.org/W2598304621","https://openalex.org/W2610618975","https://openalex.org/W2611557737","https://openalex.org/W2611720269","https://openalex.org/W2736089194","https://openalex.org/W2802385386","https://openalex.org/W2963012544","https://openalex.org/W2964046515","https://openalex.org/W4235765578"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4293226380","https://openalex.org/W2382290278","https://openalex.org/W2350741829","https://openalex.org/W2130043461","https://openalex.org/W2530322880"],"abstract_inverted_index":{"Automatic":[0],"detection":[1],"of":[2,5,33,49],"abnormal":[3],"behaviour":[4],"computer":[6,28],"network":[7,74,86],"users":[8,25],"is":[9],"a":[10,40,67],"desirable":[11],"and":[12],"hard":[13],"to":[14,78],"achieve":[15,79],"feature.":[16],"We":[17,59],"show":[18],"that":[19],"convolutional":[20],"neural":[21],"networks":[22,29],"can":[23],"classify":[24],"in":[26],"local":[27],"based":[30],"on":[31,63,83],"features":[32],"web":[34,55],"pages":[35],"which":[36],"were":[37],"requested":[38],"by":[39],"user":[41],"(e.g.":[42],"URL":[43,45],"address,":[44],"category,":[46],"the":[47,54],"day":[48],"week":[50],"or":[51],"time":[52],"when":[53],"page":[56],"was":[57],"visited).":[58],"demonstrate":[60],"our":[61],"approach":[62],"data":[64],"collected":[65],"from":[66],"firewall":[68],"over":[69],"an":[70],"eight-month":[71],"period.":[72],"This":[73],"traffic":[75,87],"meta-data":[76],"allowed":[77],"satisfactory":[80],"classification":[81],"accuracy":[82],"unseen,":[84],"future":[85],"data.":[88]},"counts_by_year":[{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}