{"id":"https://openalex.org/W7164909623","doi":"https://doi.org/10.1504/ijmei.2026.154137","title":"Early-stage leukaemia detection using sophisticated machine learning algorithms","display_name":"Early-stage leukaemia detection using sophisticated machine learning algorithms","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7164909623","doi":"https://doi.org/10.1504/ijmei.2026.154137"},"language":"en","primary_location":{"id":"doi:10.1504/ijmei.2026.154137","doi":"https://doi.org/10.1504/ijmei.2026.154137","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijmei.2026.154137","pdf_url":null,"source":{"id":"https://openalex.org/S152520907","display_name":"International Journal of Medical Engineering and Informatics","issn_l":"1755-0653","issn":["1755-0653","1755-0661"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","doyens","jufo-1","poland-20","russia-white-list-4"],"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Medical Engineering and Informatics","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5070103338","display_name":"Pawan Whig","orcid":"https://orcid.org/0000-0003-1863-1591","observed_orcids":["https://orcid.org/0000-0003-1863-1591"]},"institutions":[{"id":"https://openalex.org/I4405263740","display_name":"Vivekananda Institute of Professional Studies","ror":"https://ror.org/05n69nc56","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405263740"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Pawan Whig","raw_affiliation_strings":["Vivekananda Institute of Professional Studies-Technical Campus, Outer Ring Rd., AU Block, Ranikhet, Pitampura, New Delhi, Delhi, 110034, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Vivekananda Institute of Professional Studies-Technical Campus, Outer Ring Rd., AU Block, Ranikhet, Pitampura, New Delhi, Delhi, 110034, India","institution_ids":["https://openalex.org/I4405263740"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111305652","display_name":"Anant Aggarwal","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I68891433","display_name":"Indian Institute of Technology Delhi","ror":"https://ror.org/049tgcd06","country_code":"IN","type":"education","lineage":["https://openalex.org/I68891433"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Anant Aggarwal","raw_affiliation_strings":["Research Scientist Threws (The Research World), New Delhi 110034, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Scientist Threws (The Research World), New Delhi 110034, India","institution_ids":["https://openalex.org/I68891433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009548489","display_name":"Dhaya Sindhu Battina","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I53368042","display_name":"Campbellsville University","ror":"https://ror.org/047cmjs63","country_code":"US","type":"education","lineage":["https://openalex.org/I53368042"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dhaya Sindhu Battina","raw_affiliation_strings":["Campbellsville University, 1 University Dr, Campbellsville, KY 42718, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Campbellsville University, 1 University Dr, Campbellsville, KY 42718, USA","institution_ids":["https://openalex.org/I53368042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111066761","display_name":"Srinivas Venkata","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210158714","display_name":"Teradata (United States)","ror":"https://ror.org/04vkkat38","country_code":"US","type":"company","lineage":["https://openalex.org/I4210158714"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Srinivas Venkata","raw_affiliation_strings":["Teradata, San Diego, 17095 Via Del Campo, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Teradata, San Diego, 17095 Via Del Campo, USA","institution_ids":["https://openalex.org/I4210158714"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086232632","display_name":"Shama Kouser","orcid":"https://orcid.org/0000-0002-9437-7209","observed_orcids":["https://orcid.org/0000-0002-9437-7209"]},"institutions":[{"id":"https://openalex.org/I91450128","display_name":"Jazan University","ror":"https://ror.org/02bjnq803","country_code":"SA","type":"education","lineage":["https://openalex.org/I91450128"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Shama Kouser","raw_affiliation_strings":["Jazan University, Al Maarefah Rd., Jazan, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jazan University, Al Maarefah Rd., Jazan, Saudi Arabia","institution_ids":["https://openalex.org/I91450128"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015139022","display_name":"Ashima Bhatnagar Bhatia","orcid":"https://orcid.org/0000-0001-8347-8648","observed_orcids":["https://orcid.org/0000-0001-8347-8648"]},"institutions":[{"id":"https://openalex.org/I4405263740","display_name":"Vivekananda Institute of Professional Studies","ror":"https://ror.org/05n69nc56","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405263740"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ashima Bhatnagar Bhatia","raw_affiliation_strings":["Vivekananda Institute of Professional Studies-Technical Campus, Outer Ring Rd., AU Block, Ranikhet, Pitampura, New Delhi, Delhi, 110034, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Vivekananda Institute of Professional Studies-Technical Campus, Outer Ring Rd., AU Block, Ranikhet, Pitampura, New Delhi, Delhi, 110034, India","institution_ids":["https://openalex.org/I4405263740"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"18","issue":"4","first_page":"368","last_page":"381"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.000699999975040555,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.00019999999494757503,"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/convolutional-neural-networks","display_name":"convolutional neural networks","score":0.9950000047683716},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.6639999747276306},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.9940000176429749},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.9940000176429749},{"id":"https://openalex.org/keywords/cancer-diagnosis","display_name":"cancer diagnosis","score":0.6809999942779541},{"id":"https://openalex.org/keywords/model-comparison","display_name":"model comparison","score":0.43799999356269836}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.822700023651123},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7936000227928162},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7730000019073486},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6801000237464905},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5863999724388123},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.573199987411499},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.571399986743927},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5490999817848206},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4180999994277954},{"id":"https://openalex.org/C2992972558","wikidata":"https://www.wikidata.org/wiki/Q2509220","display_name":"Blood cancer","level":3,"score":0.34630000591278076},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33230000734329224},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.32710000872612},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.32429999113082886},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3231000006198883},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.2782000005245209},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2590000033378601}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1504/ijmei.2026.154137","doi":"https://doi.org/10.1504/ijmei.2026.154137","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijmei.2026.154137","pdf_url":null,"source":{"id":"https://openalex.org/S152520907","display_name":"International Journal of Medical Engineering and Informatics","issn_l":"1755-0653","issn":["1755-0653","1755-0661"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","doyens","jufo-1","poland-20","russia-white-list-4"],"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Medical Engineering and Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.9476000070571899,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4388796882","https://openalex.org/W7222011077","https://openalex.org/W4286377357","https://openalex.org/W4378385319","https://openalex.org/W7212436643","https://openalex.org/W7119529485","https://openalex.org/W4392238047","https://openalex.org/W4407432935","https://openalex.org/W4402353303","https://openalex.org/W7125939964"],"abstract_inverted_index":{"This":[0,86],"paper":[1],"investigates":[2],"the":[3],"efficacy":[4],"of":[5,42],"convolutional":[6],"neural":[7,32],"networks":[8],"(CNNs),":[9],"a":[10,19,40],"deep":[11],"learning":[12],"technique,":[13],"in":[14,62,99],"early-stage":[15,93],"leukaemia":[16,46,94],"detection":[17],"-":[18],"crucial":[20],"task":[21],"for":[22],"improving":[23],"outcomes.":[24],"Comparing":[25],"support":[26],"vector":[27],"machines,":[28],"random":[29],"forests,":[30],"artificial":[31],"networks,":[33],"and":[34,48,65],"CNNs,":[35],"we":[36],"assess":[37],"performance":[38],"on":[39],"dataset":[41],"blood":[43,78],"samples":[44],"from":[45,73,83],"patients":[47],"healthy":[49],"subjects.":[50],"Results":[51],"reveal":[52],"high":[53],"accuracy":[54,64],"across":[55],"models,":[56],"with":[57],"CNN":[58],"outperforming":[59],"other":[60],"methods":[61],"both":[63],"efficiency.":[66],"CNN's":[67,89],"capacity":[68],"to":[69,91],"learn":[70],"complex":[71],"patterns":[72],"raw":[74],"data,":[75],"such":[76],"as":[77],"samples,":[79],"sets":[80],"it":[81],"apart":[82],"traditional":[84],"algorithms.":[85],"study":[87],"underscores":[88],"potential":[90],"revolutionise":[92],"detection,":[95],"demonstrating":[96],"its":[97],"significance":[98],"advancing":[100],"cancer":[101],"diagnosis.":[102]},"counts_by_year":[],"updated_date":"2026-09-25T08:18:29.962427","created_date":"2026-06-17T00:00:00"}