{"id":"https://openalex.org/W4392905312","doi":"https://doi.org/10.1109/ccnc51664.2024.10454871","title":"Performance Tradeoff in ML-Based Intrusion Detection Systems: Efficacy vs. Resource Usage","display_name":"Performance Tradeoff in ML-Based Intrusion Detection Systems: Efficacy vs. Resource Usage","publication_year":2024,"publication_date":"2024-01-06","ids":{"openalex":"https://openalex.org/W4392905312","doi":"https://doi.org/10.1109/ccnc51664.2024.10454871"},"language":"en","primary_location":{"id":"doi:10.1109/ccnc51664.2024.10454871","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc51664.2024.10454871","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 21st Consumer Communications & Networking Conference (CCNC)","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/A5094179181","display_name":"Nathan Dai","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Nathan Dai","raw_affiliation_strings":["Canyon Crest Academy,San Diego,CA","Canyon Crest Academy, San Diego, CA"],"affiliations":[{"raw_affiliation_string":"Canyon Crest Academy,San Diego,CA","institution_ids":[]},{"raw_affiliation_string":"Canyon Crest Academy, San Diego, CA","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030758169","display_name":"Suleyman Uludag","orcid":"https://orcid.org/0000-0002-7207-6683"},"institutions":[{"id":"https://openalex.org/I4210092198","display_name":"University of Michigan\u2013Flint","ror":"https://ror.org/01c3xc117","country_code":"US","type":"education","lineage":["https://openalex.org/I4210092198"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Suleyman Uludag","raw_affiliation_strings":["University of Michigan,Dept of Computer Science,Flint,MI","Dept of Computer Science, University of Michigan, Flint, MI"],"affiliations":[{"raw_affiliation_string":"University of Michigan,Dept of Computer Science,Flint,MI","institution_ids":["https://openalex.org/I4210092198"]},{"raw_affiliation_string":"Dept of Computer Science, University of Michigan, Flint, MI","institution_ids":["https://openalex.org/I4210092198"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5094179181"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7351,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.6896683,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1030","last_page":"1031"},"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/T12326","display_name":"Network Packet Processing and Optimization","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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":0.9975000023841858,"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":0.7098888158798218},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.6933315992355347},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5142742991447449},{"id":"https://openalex.org/keywords/intrusion-prevention-system","display_name":"Intrusion prevention system","score":0.421977698802948},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.28163403272628784},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.24278953671455383}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7098888158798218},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.6933315992355347},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5142742991447449},{"id":"https://openalex.org/C27061796","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion prevention system","level":3,"score":0.421977698802948},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.28163403272628784},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.24278953671455383}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ccnc51664.2024.10454871","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc51664.2024.10454871","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 21st Consumer Communications & Networking Conference (CCNC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.44999998807907104,"display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W2099940443","https://openalex.org/W2296509296","https://openalex.org/W2789828921"],"related_works":["https://openalex.org/W2392603527","https://openalex.org/W2390009783","https://openalex.org/W2348767155","https://openalex.org/W2388497169","https://openalex.org/W3120393658","https://openalex.org/W4283700121","https://openalex.org/W1496376327","https://openalex.org/W2357468538","https://openalex.org/W1513478798","https://openalex.org/W4300599821"],"abstract_inverted_index":{"The":[0],"rise":[1],"in":[2,38],"cyber":[3],"attacks":[4],"demands":[5],"improved":[6],"network":[7],"security":[8],"for":[9,25],"resource-constrained":[10],"IoT":[11],"devices.":[12],"We":[13],"assess":[14],"machine":[15],"learning":[16],"models":[17],"on":[18],"the":[19,23],"CICIDS-2017":[20],"dataset,":[21],"emphasizing":[22],"need":[24],"a":[26],"balance":[27],"between":[28],"performance":[29,52],"and":[30,44],"resource":[31,55],"efficiency.":[32],"Principal":[33],"component":[34],"analysis":[35],"(PCA)":[36],"aids":[37],"creating":[39],"efficient":[40],"models,":[41],"with":[42],"XGBoost":[43],"Decision":[45],"Tree":[46],"as":[47],"suitable":[48],"options,":[49],"providing":[50],"decent":[51],"without":[53],"excessive":[54],"requirements.":[56],"Rebalancing":[57],"techniques":[58],"can":[59],"enhance":[60],"recall":[61],"but":[62],"may":[63],"lower":[64],"precision.":[65]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}