{"id":"https://openalex.org/W4378677035","doi":"https://doi.org/10.1145/3590003.3590042","title":"A Modified Fuzzy K-nearest Neighbor Using the Improved Sparrow Search Algorithm for Two-classes and Multi-classes Datasets","display_name":"A Modified Fuzzy K-nearest Neighbor Using the Improved Sparrow Search Algorithm for Two-classes and Multi-classes Datasets","publication_year":2023,"publication_date":"2023-03-17","ids":{"openalex":"https://openalex.org/W4378677035","doi":"https://doi.org/10.1145/3590003.3590042"},"language":"en","primary_location":{"id":"doi:10.1145/3590003.3590042","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3590003.3590042","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 2nd Asia Conference on Algorithms, Computing and Machine Learning","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/A5017462860","display_name":"Chengfeng Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I139322472","display_name":"Universiti Sains Malaysia","ror":"https://ror.org/02rgb2k63","country_code":"MY","type":"education","lineage":["https://openalex.org/I139322472"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Chengfeng Zheng","raw_affiliation_strings":["Universiti Sains Malaysia, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-1450-0212","affiliations":[{"raw_affiliation_string":"Universiti Sains Malaysia, Malaysia","institution_ids":["https://openalex.org/I139322472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058046014","display_name":"Mohd Shareduwan Mohd Kasihmuddin","orcid":"https://orcid.org/0000-0001-9125-1101"},"institutions":[{"id":"https://openalex.org/I139322472","display_name":"Universiti Sains Malaysia","ror":"https://ror.org/02rgb2k63","country_code":"MY","type":"education","lineage":["https://openalex.org/I139322472"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mohd Shareduwan Mohd Kasihmuddin","raw_affiliation_strings":["Universiti Sains Malaysia, Malaysia"],"raw_orcid":"https://orcid.org/0000-0001-9125-1101","affiliations":[{"raw_affiliation_string":"Universiti Sains Malaysia, Malaysia","institution_ids":["https://openalex.org/I139322472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003264177","display_name":"Yuan Gao","orcid":"https://orcid.org/0000-0001-8246-9192"},"institutions":[{"id":"https://openalex.org/I139322472","display_name":"Universiti Sains Malaysia","ror":"https://ror.org/02rgb2k63","country_code":"MY","type":"education","lineage":["https://openalex.org/I139322472"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Yuan Gao","raw_affiliation_strings":["Universiti Sains Malaysia, Malaysia"],"raw_orcid":"https://orcid.org/0000-0001-8246-9192","affiliations":[{"raw_affiliation_string":"Universiti Sains Malaysia, Malaysia","institution_ids":["https://openalex.org/I139322472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063640774","display_name":"Ju Chen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ju Chen","raw_affiliation_strings":["Chengdu University of Traditional Chinese Medicine, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-5243-2644","affiliations":[{"raw_affiliation_string":"Chengdu University of Traditional Chinese Medicine, Malaysia","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027687642","display_name":"Mohd. Asyraf Mansor","orcid":"https://orcid.org/0000-0002-3516-5898"},"institutions":[{"id":"https://openalex.org/I139322472","display_name":"Universiti Sains Malaysia","ror":"https://ror.org/02rgb2k63","country_code":"MY","type":"education","lineage":["https://openalex.org/I139322472"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mohd.Asyraf Mansor","raw_affiliation_strings":["Universiti Sains Malaysia, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-3516-5898","affiliations":[{"raw_affiliation_string":"Universiti Sains Malaysia, Malaysia","institution_ids":["https://openalex.org/I139322472"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5017462860"],"corresponding_institution_ids":["https://openalex.org/I139322472"],"apc_list":null,"apc_paid":null,"fwci":0.1704,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.53559443,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"222","last_page":"227"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9976000189781189,"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"}},"topics":[{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9976000189781189,"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/T13717","display_name":"Advanced Algorithms and Applications","score":0.9860000014305115,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12391","display_name":"Artificial Immune Systems Applications","score":0.9671000242233276,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/sparrow","display_name":"Sparrow","score":0.7744624614715576},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5996381044387817},{"id":"https://openalex.org/keywords/k-nearest-neighbors-algorithm","display_name":"k-nearest neighbors algorithm","score":0.5877028107643127},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.546574592590332},{"id":"https://openalex.org/keywords/inverse","display_name":"Inverse","score":0.5457973480224609},{"id":"https://openalex.org/keywords/search-algorithm","display_name":"Search algorithm","score":0.462481826543808},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.45819008350372314},{"id":"https://openalex.org/keywords/nearest-neighbor-search","display_name":"Nearest neighbor search","score":0.4414169192314148},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3752104640007019},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3239980936050415},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2602631151676178}],"concepts":[{"id":"https://openalex.org/C2778825724","wikidata":"https://www.wikidata.org/wiki/Q243984","display_name":"Sparrow","level":2,"score":0.7744624614715576},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5996381044387817},{"id":"https://openalex.org/C113238511","wikidata":"https://www.wikidata.org/wiki/Q1071612","display_name":"k-nearest neighbors algorithm","level":2,"score":0.5877028107643127},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.546574592590332},{"id":"https://openalex.org/C207467116","wikidata":"https://www.wikidata.org/wiki/Q4385666","display_name":"Inverse","level":2,"score":0.5457973480224609},{"id":"https://openalex.org/C125583679","wikidata":"https://www.wikidata.org/wiki/Q755673","display_name":"Search algorithm","level":2,"score":0.462481826543808},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.45819008350372314},{"id":"https://openalex.org/C116738811","wikidata":"https://www.wikidata.org/wiki/Q608751","display_name":"Nearest neighbor search","level":2,"score":0.4414169192314148},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3752104640007019},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3239980936050415},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2602631151676178},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3590003.3590042","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3590003.3590042","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 2nd Asia Conference on Algorithms, Computing and Machine Learning","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2040895929","https://openalex.org/W2041480327","https://openalex.org/W2116114298","https://openalex.org/W2231175597","https://openalex.org/W2319750486","https://openalex.org/W2606276573","https://openalex.org/W2998553334","https://openalex.org/W4248624315","https://openalex.org/W4283385861","https://openalex.org/W4285600365","https://openalex.org/W4291281567","https://openalex.org/W4293385784","https://openalex.org/W4296360192","https://openalex.org/W4309598622"],"related_works":["https://openalex.org/W2148008870","https://openalex.org/W2381195555","https://openalex.org/W2368606575","https://openalex.org/W4246757943","https://openalex.org/W2132753198","https://openalex.org/W2369874856","https://openalex.org/W2182477562","https://openalex.org/W2792185758","https://openalex.org/W2787484455","https://openalex.org/W2119808169"],"abstract_inverted_index":{"The":[0,99],"Sparrow":[1],"search":[2,28,47],"algorithm":[3,36],"is":[4,69],"a":[5,107],"new":[6],"and":[7,16,56,66,72,78,94],"effective":[8],"swarm":[9],"intelligence":[10],"method":[11,55],"proposed":[12,102],"in":[13,18,103,110],"recent":[14],"years":[15],"studied":[17],"many":[19,73],"publications.":[20],"Based":[21],"on":[22],"the":[23,33,38,51,57,60,79,84,90],"basic":[24],"principle":[25],"of":[26,63,112],"sparrow":[27,46],"algorithm,":[29],"this":[30,87,104],"paper":[31,88,105],"combines":[32],"inverse":[34,40],"learning":[35],"with":[37,96],"refined":[39],"solution":[41],"to":[42],"form":[43],"an":[44],"improved":[45,58],"(SSA)":[48],"algorithm.":[49],"Combining":[50],"fuzzy":[52],"k-nearest":[53],"neighbor":[54],"SSA,":[59],"numerical":[61,74],"simulation":[62],"two-classes":[64],"datasets":[65,68],"multi-classes":[67],"carried":[70],"out,":[71],"results":[75,80,93],"are":[76,81],"obtained,":[77],"analyzed.":[82],"At":[83],"same":[85],"time,":[86],"lists":[89],"data":[91],"comparison":[92],"tables":[95],"other":[97],"models.":[98],"hybrid":[100],"SSA-FKNN":[101],"has":[106],"clear":[108],"advantage":[109],"terms":[111],"accuracy":[113],"(ACC).":[114]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}