{"id":"https://openalex.org/W4402415670","doi":"https://doi.org/10.3390/info15090558","title":"Evading Cyber-Attacks on Hadoop Ecosystem: A Novel Machine Learning-Based Security-Centric Approach towards Big Data Cloud","display_name":"Evading Cyber-Attacks on Hadoop Ecosystem: A Novel Machine Learning-Based Security-Centric Approach towards Big Data Cloud","publication_year":2024,"publication_date":"2024-09-10","ids":{"openalex":"https://openalex.org/W4402415670","doi":"https://doi.org/10.3390/info15090558"},"language":"en","primary_location":{"id":"doi:10.3390/info15090558","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info15090558","pdf_url":null,"source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/info15090558","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079126330","display_name":"Neeraj Anand Sharma","orcid":"https://orcid.org/0000-0002-0405-3308"},"institutions":[{"id":"https://openalex.org/I3132364740","display_name":"University of Fiji","ror":"https://ror.org/0008bt423","country_code":"FJ","type":"education","lineage":["https://openalex.org/I3132364740"]}],"countries":["FJ"],"is_corresponding":true,"raw_author_name":"Neeraj A. Sharma","raw_affiliation_strings":["Department of Computer Science and Mathematics, School of Science and Technology, The University of Fiji, Lautoka 5276, Fiji"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Mathematics, School of Science and Technology, The University of Fiji, Lautoka 5276, Fiji","institution_ids":["https://openalex.org/I3132364740"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101943392","display_name":"K.N.P. Kumar","orcid":"https://orcid.org/0009-0006-5164-9135"},"institutions":[{"id":"https://openalex.org/I3132364740","display_name":"University of Fiji","ror":"https://ror.org/0008bt423","country_code":"FJ","type":"education","lineage":["https://openalex.org/I3132364740"]}],"countries":["FJ"],"is_corresponding":false,"raw_author_name":"Kunal Kumar","raw_affiliation_strings":["Department of Computer Science and Mathematics, School of Science and Technology, The University of Fiji, Lautoka 5276, Fiji"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Mathematics, School of Science and Technology, The University of Fiji, Lautoka 5276, Fiji","institution_ids":["https://openalex.org/I3132364740"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018829091","display_name":"Tanzim Khorshed","orcid":null},"institutions":[{"id":"https://openalex.org/I1328219102","display_name":"Red Hat (United States)","ror":"https://ror.org/03ncs3316","country_code":"US","type":"company","lineage":["https://openalex.org/I1328219102"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tanzim Khorshed","raw_affiliation_strings":["RedHat, Perth, WA 6000, Australia"],"affiliations":[{"raw_affiliation_string":"RedHat, Perth, WA 6000, Australia","institution_ids":["https://openalex.org/I1328219102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100326993","display_name":"A. B. M. Shawkat Ali","orcid":"https://orcid.org/0000-0001-9673-0080"},"institutions":[{"id":"https://openalex.org/I3132364740","display_name":"University of Fiji","ror":"https://ror.org/0008bt423","country_code":"FJ","type":"education","lineage":["https://openalex.org/I3132364740"]}],"countries":["FJ"],"is_corresponding":false,"raw_author_name":"A B M Shawkat Ali","raw_affiliation_strings":["Department of Computer Science and Mathematics, School of Science and Technology, The University of Fiji, Lautoka 5276, Fiji"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Mathematics, School of Science and Technology, The University of Fiji, Lautoka 5276, Fiji","institution_ids":["https://openalex.org/I3132364740"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102882523","display_name":"Haris M. Khalid","orcid":"https://orcid.org/0000-0002-1136-6433"},"institutions":[{"id":"https://openalex.org/I132806614","display_name":"University of Dubai","ror":"https://ror.org/05h0z7c09","country_code":"AE","type":"education","lineage":["https://openalex.org/I132806614"]},{"id":"https://openalex.org/I24027795","display_name":"University of Johannesburg","ror":"https://ror.org/04z6c2n17","country_code":"ZA","type":"education","lineage":["https://openalex.org/I24027795"]}],"countries":["AE","ZA"],"is_corresponding":false,"raw_author_name":"Haris M. Khalid","raw_affiliation_strings":["College of Engineering and Information Technology, University of Dubai, Academic City, Dubai 14143, United Arab Emirates","Department of Electrical and Electronic Engineering Science, University of Johannesburg, Aukland Park 2006, South Africa"],"affiliations":[{"raw_affiliation_string":"College of Engineering and Information Technology, University of Dubai, Academic City, Dubai 14143, United Arab Emirates","institution_ids":["https://openalex.org/I132806614"]},{"raw_affiliation_string":"Department of Electrical and Electronic Engineering Science, University of Johannesburg, Aukland Park 2006, South Africa","institution_ids":["https://openalex.org/I24027795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028098322","display_name":"S. M. Muyeen","orcid":null},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"S. M. Muyeen","raw_affiliation_strings":["Department of Electrical Engineering, Qatar University, Doha 2713, Qatar"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Qatar University, Doha 2713, Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109779752","display_name":"L V Mejino Jr Jos\u00e9","orcid":null},"institutions":[{"id":"https://openalex.org/I119744171","display_name":"Higher Colleges of Technology","ror":"https://ror.org/00qmy9z88","country_code":"AE","type":"education","lineage":["https://openalex.org/I119744171"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Linju Jose","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Higher Colleges of Technology, Sharjah 7947, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Higher Colleges of Technology, Sharjah 7947, United Arab Emirates","institution_ids":["https://openalex.org/I119744171"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5079126330"],"corresponding_institution_ids":["https://openalex.org/I3132364740"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":1.4628,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.83483127,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"15","issue":"9","first_page":"558","last_page":"558"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9993000030517578,"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":0.9993000030517578,"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9958000183105469,"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"}},{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9868000149726868,"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/cloud-computing","display_name":"Cloud computing","score":0.8069071769714355},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.7835570573806763},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6485376358032227},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5048263669013977},{"id":"https://openalex.org/keywords/ecosystem","display_name":"Ecosystem","score":0.42613571882247925},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3928574025630951},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.18187472224235535},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.15613457560539246},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.10168260335922241}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8069071769714355},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7835570573806763},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6485376358032227},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5048263669013977},{"id":"https://openalex.org/C110872660","wikidata":"https://www.wikidata.org/wiki/Q37813","display_name":"Ecosystem","level":2,"score":0.42613571882247925},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3928574025630951},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.18187472224235535},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.15613457560539246},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.10168260335922241},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/info15090558","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info15090558","pdf_url":null,"source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},{"id":"pmh:oai:pure.atira.dk:publications/23fc4fe6-1974-4b5a-8dbd-e016b909f2e9","is_oa":true,"landing_page_url":"https://researchoutput.csu.edu.au/en/publications/23fc4fe6-1974-4b5a-8dbd-e016b909f2e9","pdf_url":null,"source":{"id":"https://openalex.org/S7407055442","display_name":"Charles Sturt University Research Output (CRO)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sharma, N A, Kumar, K, Khorshed, T, Ali, A B M S, Khalid, H M, Muyeen, S M & Jose, L 2024, 'Evading cyber-attacks on Hadoop ecosystem : A novel machine learning-based security-centric approach towards big data cloud', Information (Switzerland), vol. 15, no. 9, 558. https://doi.org/10.3390/info15090558","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:doaj.org/article:e3c3b6fb32c941fb859cfa93fcacd8e6","is_oa":true,"landing_page_url":"https://doaj.org/article/e3c3b6fb32c941fb859cfa93fcacd8e6","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Information, Vol 15, Iss 9, p 558 (2024)","raw_type":"article"},{"id":"pmh:oai:qspace.qu.edu.qa:10576/61947","is_oa":false,"landing_page_url":"http://doi.org/10.3390/info15090558","pdf_url":null,"source":{"id":"https://openalex.org/S4306400014","display_name":"Qatar University QSpace (Qatar University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60342839","host_organization_name":"Qatar University","host_organization_lineage":["https://openalex.org/I60342839"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"doi:10.3390/info15090558","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info15090558","pdf_url":null,"source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W161321828","https://openalex.org/W774302798","https://openalex.org/W1512098439","https://openalex.org/W1528113134","https://openalex.org/W1678889691","https://openalex.org/W1912123407","https://openalex.org/W1976384389","https://openalex.org/W2006862475","https://openalex.org/W2015034701","https://openalex.org/W2018671131","https://openalex.org/W2021039270","https://openalex.org/W2027721428","https://openalex.org/W2033274527","https://openalex.org/W2034870679","https://openalex.org/W2057358937","https://openalex.org/W2070813941","https://openalex.org/W2084619201","https://openalex.org/W2124316743","https://openalex.org/W2124808847","https://openalex.org/W2135511047","https://openalex.org/W2139836766","https://openalex.org/W2149140091","https://openalex.org/W2157633984","https://openalex.org/W2200316594","https://openalex.org/W2483904522","https://openalex.org/W2577729432","https://openalex.org/W2883869073","https://openalex.org/W2898901041","https://openalex.org/W3000286036","https://openalex.org/W3006876013","https://openalex.org/W3012546063","https://openalex.org/W3086809831","https://openalex.org/W3197574279","https://openalex.org/W4205533699","https://openalex.org/W4229332384","https://openalex.org/W4238950429","https://openalex.org/W4251036056","https://openalex.org/W4290059108","https://openalex.org/W4319988026","https://openalex.org/W4320518580","https://openalex.org/W4360602570","https://openalex.org/W4366257351","https://openalex.org/W4382119126","https://openalex.org/W4382568103","https://openalex.org/W4386952188","https://openalex.org/W4388281482","https://openalex.org/W4390615299","https://openalex.org/W4391620714","https://openalex.org/W4391897266","https://openalex.org/W4400076000","https://openalex.org/W6854173724"],"related_works":["https://openalex.org/W4322629366","https://openalex.org/W2808989540","https://openalex.org/W2397053934","https://openalex.org/W1039292361","https://openalex.org/W2551093110","https://openalex.org/W2148016376","https://openalex.org/W4237919137","https://openalex.org/W3184179822","https://openalex.org/W3095362084","https://openalex.org/W3003361536"],"abstract_inverted_index":{"The":[0,109],"growing":[1],"industry":[2],"and":[3,6,15,26,50,103,107,124,137],"its":[4,16],"complex":[5],"large":[7],"information":[8,32],"sets":[9],"require":[10],"Big":[11,86],"Data":[12,87],"(BD)":[13],"technology":[14],"open-source":[17],"frameworks":[18],"(Apache":[19],"Hadoop)":[20],"to":[21,39,56,74,99,147],"(1)":[22,119],"collect,":[23],"(2)":[24,131],"analyze,":[25],"(3)":[27,138],"process":[28],"the":[29,78,83,101,115,121,126,132,142],"information.":[30],"This":[31],"usually":[33],"ranges":[34],"in":[35,88,151],"size":[36],"from":[37,58,130],"gigabytes":[38],"petabytes":[40],"of":[41,85],"data.":[42],"However,":[43],"processing":[44],"this":[45,62],"data":[46,129],"involves":[47],"web":[48],"consoles":[49],"communication":[51,123],"channels":[52],"which":[53],"are":[54],"prone":[55],"intrusion":[57],"hackers.":[59],"To":[60],"resolve":[61],"issue,":[63],"a":[64,149],"novel":[65],"machine":[66,135],"learning":[67],"(ML)-based":[68],"security-centric":[69],"approach":[70],"has":[71],"been":[72],"proposed":[73,116,143],"evade":[75],"cyber-attacks":[76],"on":[77],"Hadoop":[79],"ecosystem":[80],"while":[81],"considering":[82],"complexity":[84],"Cloud":[89],"(BDC).":[90],"An":[91],"Apache":[92],"Hadoop-based":[93],"management":[94],"interface":[95,122],"\u201cAmbari\u201d":[96],"was":[97,145],"implemented":[98],"address":[100],"variation":[102],"distinguish":[104],"between":[105],"attacks":[106],"activities.":[108],"analyzed":[110],"experimental":[111],"results":[112],"show":[113],"that":[114],"scheme":[117],"effectively":[118],"blocked":[120],"retrieved":[125],"performance":[127],"measured":[128],"Ambari-based":[133],"virtual":[134],"(VM)":[136],"BDC":[139],"hypervisor.":[140],"Moreover,":[141],"architecture":[144],"able":[146],"provide":[148],"reduction":[150],"false":[152],"alarms":[153],"as":[154,156],"well":[155],"cyber-attack":[157],"detection.":[158]},"counts_by_year":[{"year":2025,"cited_by_count":4}],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2025-10-10T00:00:00"}