{"id":"https://openalex.org/W4313315881","doi":"https://doi.org/10.1109/commnet56067.2022.9993869","title":"Improving the IDS for BoT-IoT Dataset-Based Machine Learning Classifiers","display_name":"Improving the IDS for BoT-IoT Dataset-Based Machine Learning Classifiers","publication_year":2022,"publication_date":"2022-12-12","ids":{"openalex":"https://openalex.org/W4313315881","doi":"https://doi.org/10.1109/commnet56067.2022.9993869"},"language":"en","primary_location":{"id":"doi:10.1109/commnet56067.2022.9993869","is_oa":false,"landing_page_url":"https://doi.org/10.1109/commnet56067.2022.9993869","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 5th International Conference on Advanced Communication Technologies and Networking (CommNet)","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/A5036440733","display_name":"Khalil Ibrahimi","orcid":"https://orcid.org/0000-0002-9682-9555"},"institutions":[{"id":"https://openalex.org/I3121676899","display_name":"Universit\u00e9 Ibn-Tofail","ror":"https://ror.org/02wj89n04","country_code":"MA","type":"education","lineage":["https://openalex.org/I3121676899"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Khalil Ibrahimi","raw_affiliation_strings":["Ibn Tofail University, Laboratory of Research in Informatics (LaRI),Faculty of Sciences,Kenitra,Morocco","Faculty of Sciences, Ibn Tofail University, Laboratory of Research in Informatics (LaRI), Kenitra, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ibn Tofail University, Laboratory of Research in Informatics (LaRI),Faculty of Sciences,Kenitra,Morocco","institution_ids":["https://openalex.org/I3121676899"]},{"raw_affiliation_string":"Faculty of Sciences, Ibn Tofail University, Laboratory of Research in Informatics (LaRI), Kenitra, Morocco","institution_ids":["https://openalex.org/I3121676899"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050123066","display_name":"Hafsa Benaddi","orcid":"https://orcid.org/0000-0003-2489-0637"},"institutions":[{"id":"https://openalex.org/I3121676899","display_name":"Universit\u00e9 Ibn-Tofail","ror":"https://ror.org/02wj89n04","country_code":"MA","type":"education","lineage":["https://openalex.org/I3121676899"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Hafsa Benaddi","raw_affiliation_strings":["Ibn Tofail University, Laboratory of Research in Informatics (LaRI),Faculty of Sciences,Kenitra,Morocco","Faculty of Sciences, Ibn Tofail University, Laboratory of Research in Informatics (LaRI), Kenitra, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ibn Tofail University, Laboratory of Research in Informatics (LaRI),Faculty of Sciences,Kenitra,Morocco","institution_ids":["https://openalex.org/I3121676899"]},{"raw_affiliation_string":"Faculty of Sciences, Ibn Tofail University, Laboratory of Research in Informatics (LaRI), Kenitra, Morocco","institution_ids":["https://openalex.org/I3121676899"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I3121676899"],"apc_list":null,"apc_paid":null,"fwci":0.9988,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.77966172,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9990000128746033,"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":0.9976999759674072,"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":0.8684705495834351},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.7312716841697693},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7046520113945007},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6755093932151794},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.619397759437561},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.6108793020248413},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.5838775634765625},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5208907127380371},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.45418113470077515},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.425708532333374},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3922170400619507},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.3056791126728058},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.11368903517723083}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8684705495834351},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.7312716841697693},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7046520113945007},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6755093932151794},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.619397759437561},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.6108793020248413},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5838775634765625},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5208907127380371},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.45418113470077515},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.425708532333374},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3922170400619507},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.3056791126728058},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.11368903517723083},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/commnet56067.2022.9993869","is_oa":false,"landing_page_url":"https://doi.org/10.1109/commnet56067.2022.9993869","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 5th International Conference on Advanced Communication Technologies and Networking (CommNet)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life in Land","score":0.5799999833106995,"id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2548553164","https://openalex.org/W2724268118","https://openalex.org/W2897690139","https://openalex.org/W2914206419","https://openalex.org/W2963748489","https://openalex.org/W2971986980","https://openalex.org/W3157416408","https://openalex.org/W3163053569","https://openalex.org/W4206130810","https://openalex.org/W4211180396","https://openalex.org/W4214617933","https://openalex.org/W4220738344","https://openalex.org/W4281987354","https://openalex.org/W4282978356","https://openalex.org/W4283658151","https://openalex.org/W4283728389","https://openalex.org/W4285099211","https://openalex.org/W4285147178","https://openalex.org/W4376455422"],"related_works":["https://openalex.org/W4311097251","https://openalex.org/W4245926026","https://openalex.org/W4366990902","https://openalex.org/W4317732970","https://openalex.org/W4388550696","https://openalex.org/W4313289487","https://openalex.org/W4321636153","https://openalex.org/W2122022187","https://openalex.org/W2115529843","https://openalex.org/W3011239835"],"abstract_inverted_index":{"In":[0],"this":[1,100],"paper,":[2],"we":[3,41,108],"use":[4],"four":[5],"supervised":[6],"Machine":[7],"Learning":[8],"(ML)":[9],"classifiers,":[10],"including":[11],"Naive":[12],"Base":[13],"(NB),":[14],"Random":[15],"Forest":[16],"(RF),":[17],"Gradient":[18],"Boost":[19],"(GB),":[20],"and":[21,92,123,151],"Decision":[22],"Tree,":[23],"to":[24,50,56,115,135],"analyze":[25,57,116],"the":[26,37,58,80,84,90,93,111,117,125,132,137,158],"current":[27],"BoT-IoT":[28],"dataset.":[29],"Instead":[30],"of":[31,79,86,95,127,140,157],"considering":[32],"outdated":[33],"datasets":[34],"such":[35],"as":[36,72],"NSL-KDD":[38],"or":[39],"others,":[40],"based":[42],"our":[43,146],"study":[44,147],"on":[45,99,131],"a":[46,102],"new":[47],"dataset":[48,69,75,101,134],"dedicated":[49],"IoT":[51,62,121],"networks.":[52],"This":[53],"allows":[54],"us":[55],"cybersecurity":[59,118],"challenges":[60],"in":[61,120],"networks":[63,122],"using":[64],"ML":[65,97,113,128],"algorithms.":[66],"The":[67],"Bot-IoT":[68,133],"is":[70],"known":[71],"an":[73,96],"imbalanced":[74],"where":[76],"some":[77],"classes":[78],"data":[81],"suffer":[82],"from":[83],"lack":[85],"samples,":[87],"which":[88],"makes":[89],"design":[91],"training":[94],"model":[98],"challenging":[103],"task.":[104],"Despite":[105],"these":[106],"challenges,":[107],"successfully":[109],"implemented":[110],"above-mentioned":[112],"models":[114,129],"attacks":[119],"show":[124],"importance":[126],"trained":[130],"improve":[136],"detection":[138,142],"rate":[139],"intrusion":[141],"systems":[143],"(IDS).":[144],"Moreover,":[145],"covers":[148],"both":[149],"binary":[150],"multi-classes":[152],"classification":[153],"for":[154],"complete":[155],"analyses":[156],"IDS":[159],"system.":[160]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
