{"id":"https://openalex.org/W2755234409","doi":"https://doi.org/10.2298/csis161217028h","title":"A DDoS attack detection system based on spark framework","display_name":"A DDoS attack detection system based on spark framework","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2755234409","doi":"https://doi.org/10.2298/csis161217028h","mag":"2755234409"},"language":"en","primary_location":{"id":"doi:10.2298/csis161217028h","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis161217028h","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02141700028H","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science and Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02141700028H","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101744803","display_name":"Dezhi Han","orcid":"https://orcid.org/0000-0001-8861-5461"},"institutions":[{"id":"https://openalex.org/I96733725","display_name":"Shanghai Maritime University","ror":"https://ror.org/04z7qrj66","country_code":"CN","type":"education","lineage":["https://openalex.org/I96733725"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Dezhi Han","raw_affiliation_strings":["Shanghai Maritime University, College of Information Engineering, Shanghai, China","College of Information Engineering, Shanghai Maritime University, Shanghai 201306, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Maritime University, College of Information Engineering, Shanghai, China","institution_ids":["https://openalex.org/I96733725"]},{"raw_affiliation_string":"College of Information Engineering, Shanghai Maritime University, Shanghai 201306, China","institution_ids":["https://openalex.org/I96733725"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110817858","display_name":"Kun Bi","orcid":null},"institutions":[{"id":"https://openalex.org/I96733725","display_name":"Shanghai Maritime University","ror":"https://ror.org/04z7qrj66","country_code":"CN","type":"education","lineage":["https://openalex.org/I96733725"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun Bi","raw_affiliation_strings":["Shanghai Maritime University, College of Information Engineering, Shanghai, China","College of Information Engineering, Shanghai Maritime University, Shanghai 201306, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Maritime University, College of Information Engineering, Shanghai, China","institution_ids":["https://openalex.org/I96733725"]},{"raw_affiliation_string":"College of Information Engineering, Shanghai Maritime University, Shanghai 201306, China","institution_ids":["https://openalex.org/I96733725"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055221638","display_name":"Han Liu","orcid":"https://orcid.org/0000-0002-1085-9877"},"institutions":[{"id":"https://openalex.org/I96733725","display_name":"Shanghai Maritime University","ror":"https://ror.org/04z7qrj66","country_code":"CN","type":"education","lineage":["https://openalex.org/I96733725"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Han Liu","raw_affiliation_strings":["Shanghai Maritime University, College of Information Engineering, Shanghai, China","College of Information Engineering, Shanghai Maritime University, Shanghai 201306, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Maritime University, College of Information Engineering, Shanghai, China","institution_ids":["https://openalex.org/I96733725"]},{"raw_affiliation_string":"College of Information Engineering, Shanghai Maritime University, Shanghai 201306, China","institution_ids":["https://openalex.org/I96733725"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101978476","display_name":"Jianxin Jia","orcid":null},"institutions":[{"id":"https://openalex.org/I96733725","display_name":"Shanghai Maritime University","ror":"https://ror.org/04z7qrj66","country_code":"CN","type":"education","lineage":["https://openalex.org/I96733725"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianxin Jia","raw_affiliation_strings":["Shanghai Maritime University, College of Information Engineering, Shanghai, China","College of Information Engineering, Shanghai Maritime University, Shanghai 201306, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Maritime University, College of Information Engineering, Shanghai, China","institution_ids":["https://openalex.org/I96733725"]},{"raw_affiliation_string":"College of Information Engineering, Shanghai Maritime University, Shanghai 201306, China","institution_ids":["https://openalex.org/I96733725"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101744803"],"corresponding_institution_ids":["https://openalex.org/I96733725"],"apc_list":null,"apc_paid":null,"fwci":1.5348,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.85604355,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"14","issue":"3","first_page":"769","last_page":"788"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9887999892234802,"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":0.9887999892234802,"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/T14042","display_name":"Technology and Security Systems","score":0.9308000206947327,"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/denial-of-service-attack","display_name":"Denial-of-service attack","score":0.9546422958374023},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8918816447257996},{"id":"https://openalex.org/keywords/application-layer-ddos-attack","display_name":"Application layer DDoS attack","score":0.6887655258178711},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.5740683078765869},{"id":"https://openalex.org/keywords/trinoo","display_name":"Trinoo","score":0.5558381080627441},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4310089945793152},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4209333658218384},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4147787094116211},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2878778874874115},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.12466177344322205},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10593640804290771}],"concepts":[{"id":"https://openalex.org/C38822068","wikidata":"https://www.wikidata.org/wiki/Q131406","display_name":"Denial-of-service attack","level":3,"score":0.9546422958374023},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8918816447257996},{"id":"https://openalex.org/C120865594","wikidata":"https://www.wikidata.org/wiki/Q131406","display_name":"Application layer DDoS attack","level":4,"score":0.6887655258178711},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.5740683078765869},{"id":"https://openalex.org/C43639116","wikidata":"https://www.wikidata.org/wiki/Q7843050","display_name":"Trinoo","level":5,"score":0.5558381080627441},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4310089945793152},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4209333658218384},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4147787094116211},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2878778874874115},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.12466177344322205},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10593640804290771},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2298/csis161217028h","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis161217028h","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02141700028H","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science and Information Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.2298/csis161217028h","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis161217028h","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02141700028H","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science and Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3445439380","display_name":null,"funder_award_id":"61672338","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8863666567","display_name":null,"funder_award_id":"and No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8960934579","display_name":null,"funder_award_id":"61373028","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2755234409.pdf","grobid_xml":"https://content.openalex.org/works/W2755234409.grobid-xml"},"referenced_works_count":2,"referenced_works":["https://openalex.org/W2131166445","https://openalex.org/W2377736692"],"related_works":["https://openalex.org/W2360429410","https://openalex.org/W2187421104","https://openalex.org/W2376172429","https://openalex.org/W2189542741","https://openalex.org/W2186749541","https://openalex.org/W2353151461","https://openalex.org/W2095378509","https://openalex.org/W3189446050","https://openalex.org/W3142394876","https://openalex.org/W2592840735"],"abstract_inverted_index":{"There":[0],"are":[1],"many":[2],"problems":[3],"in":[4,37,73,128,156],"traditional":[5],"Distributed":[6],"Denial":[7],"of":[8,34,70,81,94,125,153],"Service":[9],"(DDoS)":[10],"attack":[11,47,106],"detection":[12,18,48,102,107],"such":[13],"as":[14],"low":[15,17,160],"accuracy,":[16],"speed":[19],"and":[20,32,87,120],"so":[21],"on,":[22],"which":[23,117],"is":[24],"not":[25,140],"suitable":[26],"for":[27],"the":[28,62,77,92,105],"real":[29,157],"time":[30],"detecting":[31],"processing":[33],"DDoS":[35,46,71,126,144,154],"attacks":[36,72,127,145,155],"big":[38,129],"data":[39,82,130],"environment.":[40,131],"This":[41],"paper":[42],"proposed":[43],"a":[44,123],"novel":[45],"system":[49,103,138],"based":[50],"on":[51,59],"Spark":[52],"framework":[53],"including":[54],"3":[55],"main":[56],"algorithms.":[57],"Based":[58],"information":[60,78],"entropy,":[61],"first":[63],"one":[64],"can":[65,118,139,149],"effectively":[66,121],"warn":[67,143],"all":[68,151],"kinds":[69,152],"advance":[74],"according":[75],"to":[76],"entropy":[79],"change":[80],"stream":[83],"source":[84],"IP":[85,89],"address":[86],"destination":[88],"address;":[90],"With":[91],"help":[93],"designed":[95],"dynamic":[96,112],"sampling":[97,113],"K-Means":[98,114],"algorithm,":[99,116],"this":[100,137],"new":[101],"improves":[104],"accuracy":[108],"effectively;":[109],"Through":[110],"running":[111],"parallelization":[115],"quickly":[119],"detect":[122,150],"variety":[124],"The":[132],"experiment":[133],"results":[134],"show":[135],"that":[136],"only":[141],"early":[142],"effectively,":[146],"but":[147],"also":[148],"time,":[158],"with":[159],"false":[161],"rate.":[162]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":3}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}