{"id":"https://openalex.org/W4410876012","doi":"https://doi.org/10.1007/s11042-025-20933-9","title":"Revolutionizing microbial classification: leveraging machine learning for enhanced classification with feature-based data","display_name":"Revolutionizing microbial classification: leveraging machine learning for enhanced classification with feature-based data","publication_year":2025,"publication_date":"2025-05-29","ids":{"openalex":"https://openalex.org/W4410876012","doi":"https://doi.org/10.1007/s11042-025-20933-9"},"language":"en","primary_location":{"id":"doi:10.1007/s11042-025-20933-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-025-20933-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11042-025-20933-9.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11042-025-20933-9.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077829019","display_name":"Saddam Bekhet","orcid":"https://orcid.org/0000-0002-3028-6500"},"institutions":[{"id":"https://openalex.org/I189575948","display_name":"South Valley University","ror":"https://ror.org/00jxshx33","country_code":"EG","type":"education","lineage":["https://openalex.org/I189575948"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Saddam Bekhet","raw_affiliation_strings":["Faculty of Commerce, South Valley University, Qena, 83523, Egypt"],"raw_orcid":"https://orcid.org/0000-0002-3028-6500","affiliations":[{"raw_affiliation_string":"Faculty of Commerce, South Valley University, Qena, 83523, Egypt","institution_ids":["https://openalex.org/I189575948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000573922","display_name":"Fahad Kamal Alsheref","orcid":"https://orcid.org/0000-0001-5894-9583"},"institutions":[{"id":"https://openalex.org/I113643904","display_name":"Beni-Suef University","ror":"https://ror.org/05pn4yv70","country_code":"EG","type":"education","lineage":["https://openalex.org/I113643904"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Fahad K. Alsheref","raw_affiliation_strings":["Faculty of Computers and Artificial Intelligence, Beni-suef University, Beni-suef, 62111, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computers and Artificial Intelligence, Beni-suef University, Beni-suef, 62111, Egypt","institution_ids":["https://openalex.org/I113643904"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034688834","display_name":"Amr Abdelaziz","orcid":"https://orcid.org/0000-0001-5341-2007"},"institutions":[{"id":"https://openalex.org/I113643904","display_name":"Beni-Suef University","ror":"https://ror.org/05pn4yv70","country_code":"EG","type":"education","lineage":["https://openalex.org/I113643904"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Amr M. AbdelAziz","raw_affiliation_strings":["Faculty of Computers and Artificial Intelligence, Beni-suef University, Beni-suef, 62111, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computers and Artificial Intelligence, Beni-suef University, Beni-suef, 62111, Egypt","institution_ids":["https://openalex.org/I113643904"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035598584","display_name":"Hammam Alshazly","orcid":"https://orcid.org/0000-0002-9942-8642"},"institutions":[{"id":"https://openalex.org/I189575948","display_name":"South Valley University","ror":"https://ror.org/00jxshx33","country_code":"EG","type":"education","lineage":["https://openalex.org/I189575948"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Hammam Alshazly","raw_affiliation_strings":["Faculty of Computers and Information, South Valley University, Qena, 83523, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computers and Information, South Valley University, Qena, 83523, Egypt","institution_ids":["https://openalex.org/I189575948"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5077829019"],"corresponding_institution_ids":["https://openalex.org/I189575948"],"apc_list":null,"apc_paid":null,"fwci":4.0382,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.93343064,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"84","issue":"36","first_page":"45041","last_page":"45060"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.978600025177002,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.978600025177002,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9650999903678894,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10836","display_name":"Metabolomics and Mass Spectrometry Studies","score":0.9577000141143799,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.9190355539321899},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.613369345664978},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5792702436447144},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5586985349655151}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9190355539321899},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.613369345664978},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5792702436447144},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5586985349655151},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11042-025-20933-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-025-20933-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11042-025-20933-9.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s11042-025-20933-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-025-20933-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11042-025-20933-9.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320331543","display_name":"South Valley University","ror":"https://ror.org/00jxshx33"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410876012.pdf","grobid_xml":"https://content.openalex.org/works/W4410876012.grobid-xml"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W1852605861","https://openalex.org/W1908991523","https://openalex.org/W2038235680","https://openalex.org/W2096541451","https://openalex.org/W2104471998","https://openalex.org/W2112327022","https://openalex.org/W2131026689","https://openalex.org/W2131987814","https://openalex.org/W2300264992","https://openalex.org/W2341234495","https://openalex.org/W2441672559","https://openalex.org/W2473355215","https://openalex.org/W2484065175","https://openalex.org/W2607941059","https://openalex.org/W2783601877","https://openalex.org/W2790924430","https://openalex.org/W2819713423","https://openalex.org/W2905071882","https://openalex.org/W2933222148","https://openalex.org/W2982482221","https://openalex.org/W2995080390","https://openalex.org/W3011249019","https://openalex.org/W3033330873","https://openalex.org/W3044970847","https://openalex.org/W3092890642","https://openalex.org/W3099324374","https://openalex.org/W3100410998","https://openalex.org/W3118435963","https://openalex.org/W3122216490","https://openalex.org/W3124104923","https://openalex.org/W3129549661","https://openalex.org/W3138777723","https://openalex.org/W3191514888","https://openalex.org/W3193175753","https://openalex.org/W3200695110","https://openalex.org/W3203787287","https://openalex.org/W3207732274","https://openalex.org/W4210974355","https://openalex.org/W4220726286","https://openalex.org/W4226110159","https://openalex.org/W4226228063","https://openalex.org/W4281810199","https://openalex.org/W4313891078","https://openalex.org/W4317548842","https://openalex.org/W4323520441","https://openalex.org/W4324137414","https://openalex.org/W4366463043","https://openalex.org/W4387527746","https://openalex.org/W4389057635","https://openalex.org/W4400403008"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Abstract":[0],"This":[1],"paper":[2],"presents":[3],"a":[4,71,97,159,183],"comprehensive":[5,72],"machine":[6],"learning":[7],"(ML)-based":[8],"framework":[9,76,95],"for":[10,17,47,191,197,208],"microbial":[11,57,91,166,192,214],"classification,":[12,193],"addressing":[13],"the":[14,28,106,145,170,177,206],"growing":[15],"need":[16],"scalable,":[18],"accurate,":[19],"and":[20,40,52,63,73,88,115,122,131,161,185,201,204,216],"low-resource":[21],"alternatives":[22],"to":[23,83,128,165,180],"traditional":[24],"manual":[25,56],"methods.":[26],"Given":[27],"critical":[29],"role":[30],"of":[31,80,172,188],"microbes":[32],"across":[33],"domains":[34],"such":[35,182],"as":[36],"environmental":[37],"monitoring,":[38],"biotechnology,":[39],"healthcare,":[41],"efficient":[42],"classification":[43,58,92],"methods":[44,59],"are":[45,60],"essential":[46],"advancing":[48],"both":[49,198],"scientific":[50],"understanding":[51],"practical":[53],"applications.":[54],"Traditional":[55],"labor-intensive,":[61],"time-consuming,":[62],"hinder":[64],"scalability.":[65],"In":[66],"response,":[67],"this":[68,156,175],"research":[69,215],"proposes":[70],"systematic":[74],"comparative":[75],"evaluating":[77],"large":[78],"number":[79],"ML":[81,189],"algorithms":[82],"identify":[84],"their":[85],"relative":[86],"strengths":[87],"weaknesses":[89],"in":[90,213],"tasks.":[93],"The":[94],"leverages":[96],"large-scale,":[98],"feature-based":[99],"dataset":[100],"comprising":[101],"over":[102],"21k":[103],"samples,":[104],"avoiding":[105],"high":[107],"computational":[108,163],"costs":[109],"associated":[110],"with":[111,144],"image-based":[112],"data":[113],"acquisition":[114],"processing.":[116],"Extensive":[117],"hyperparameter":[118],"tuning,":[119],"model":[120],"validation,":[121],"rigorous":[123,186],"statistical":[124],"assessments":[125],"were":[126],"conducted":[127],"ensure":[129],"robustness":[130],"prevent":[132],"over-fitting.":[133],"Notably,":[134],"more":[135,209],"than":[136],"five":[137],"different":[138],"classifiers":[139],"achieved":[140],"accuracy":[141],"exceeding":[142],"90%,":[143],"best-performing":[146],"reaching":[147],"97.4%":[148],"accuracy.":[149],"Furthermore,":[150],"by":[151],"prioritizing":[152],"biologically":[153],"meaningful":[154],"features,":[155],"work":[157],"provides":[158],"scalable":[160],"effective":[162],"approach":[164],"trait":[167],"analysis.":[168],"To":[169],"best":[171],"our":[173],"knowledge,":[174],"is":[176],"first":[178],"study":[179],"conduct":[181],"broad":[184],"evaluation":[187],"models":[190],"offering":[194],"valuable":[195],"insights":[196],"computer":[199],"science":[200],"microbiology":[202],"communities,":[203],"paving":[205],"way":[207],"efficient,":[210],"data-driven":[211],"approaches":[212],"medicinal":[217],"development.":[218]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}