{"id":"https://openalex.org/W4407198822","doi":"https://doi.org/10.1109/incowoco64194.2024.10863147","title":"A Reinforcement Learning-Based Adaptive Learning Rate Scheduler for Optimizing Brain Tumor Detection","display_name":"A Reinforcement Learning-Based Adaptive Learning Rate Scheduler for Optimizing Brain Tumor Detection","publication_year":2024,"publication_date":"2024-11-14","ids":{"openalex":"https://openalex.org/W4407198822","doi":"https://doi.org/10.1109/incowoco64194.2024.10863147"},"language":"en","primary_location":{"id":"doi:10.1109/incowoco64194.2024.10863147","doi":"https://doi.org/10.1109/incowoco64194.2024.10863147","is_oa":false,"landing_page_url":"https://doi.org/10.1109/incowoco64194.2024.10863147","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 First International Conference for Women in Computing (InCoWoCo)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","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":null,"display_name":"Saakshi Shekhar","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I145286018","display_name":"SRM Institute of Science and Technology","ror":"https://ror.org/050113w36","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Saakshi Shekhar","raw_affiliation_strings":["SRM Institute of Science and Technology,Department of Computing Technologies,Chennai,India,603203"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SRM Institute of Science and Technology,Department of Computing Technologies,Chennai,India,603203","institution_ids":["https://openalex.org/I145286018"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109367088","display_name":"Siddhanth Dubey","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I145286018","display_name":"SRM Institute of Science and Technology","ror":"https://ror.org/050113w36","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Siddhanth Dubey","raw_affiliation_strings":["SRM Institute of Science and Technology,Department of Computing Technologies,Chennai,India,603203"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SRM Institute of Science and Technology,Department of Computing Technologies,Chennai,India,603203","institution_ids":["https://openalex.org/I145286018"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041848425","display_name":"C. Jothikumar","orcid":"https://orcid.org/0000-0002-3535-2909","observed_orcids":["https://orcid.org/0000-0002-3535-2909"]},"institutions":[{"id":"https://openalex.org/I145286018","display_name":"SRM Institute of Science and Technology","ror":"https://ror.org/050113w36","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"C. Jothikumar","raw_affiliation_strings":["SRM Institute of Science and Technology,Department of Computing Technologies,Chennai,India,603203"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SRM Institute of Science and Technology,Department of Computing Technologies,Chennai,India,603203","institution_ids":["https://openalex.org/I145286018"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107992209","display_name":"C. Ashokkumar","orcid":"https://orcid.org/0000-0001-9228-0713","observed_orcids":["https://orcid.org/0000-0001-9228-0713"]},"institutions":[{"id":"https://openalex.org/I145286018","display_name":"SRM Institute of Science and Technology","ror":"https://ror.org/050113w36","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"C. Ashokkumar","raw_affiliation_strings":["SRM Institute of Science and Technology,Department of Computing Technologies,Chennai,India,603203"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SRM Institute of Science and Technology,Department of Computing Technologies,Chennai,India,603203","institution_ids":["https://openalex.org/I145286018"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110499745","display_name":"S. Shanmugam","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I145286018","display_name":"SRM Institute of Science and Technology","ror":"https://ror.org/050113w36","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"S. Shanmugam","raw_affiliation_strings":["SRM Institute of Science and Technology,Department of Computing Technologies,Chennai,India,603203"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SRM Institute of Science and Technology,Department of Computing Technologies,Chennai,India,603203","institution_ids":["https://openalex.org/I145286018"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I145286018"],"apc_list":null,"apc_paid":null,"fwci":2.3152,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.89000558,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9824000000953674,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9824000000953674,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.0015999999595806003,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.001500000013038516,"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/reinforcement-learning","display_name":"reinforcement learning","score":0.9409999847412109},{"id":"https://openalex.org/keywords/brain-tumor-detection","display_name":"brain tumor detection","score":0.9860000014305115},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"magnetic resonance imaging","score":0.7570000290870667},{"id":"https://openalex.org/keywords/convolutional-neural-networks","display_name":"convolutional neural networks","score":0.8240000009536743},{"id":"https://openalex.org/keywords/dynamic-learning-rate-adjustment","display_name":"dynamic learning rate adjustment","score":0.8679999709129333},{"id":"https://openalex.org/keywords/medical-image-classification","display_name":"medical image classification","score":0.7919999957084656},{"id":"https://openalex.org/keywords/convergence-rate","display_name":"convergence rate","score":0.34700000286102295}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8643918633460999},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7365115880966187},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42082759737968445}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/incowoco64194.2024.10863147","doi":"https://doi.org/10.1109/incowoco64194.2024.10863147","is_oa":false,"landing_page_url":"https://doi.org/10.1109/incowoco64194.2024.10863147","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 First International Conference for Women in Computing (InCoWoCo)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8048999905586243,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2131241448","https://openalex.org/W2301358467","https://openalex.org/W2310992461","https://openalex.org/W2518108298","https://openalex.org/W2544860310","https://openalex.org/W2990138404"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4306904969","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2138720691","https://openalex.org/W2376932109"],"abstract_inverted_index":{"One":[0],"key":[1],"factor":[2],"that":[3,203],"determines":[4],"a":[5,91,138,149],"properly":[6],"trained":[7],"deep":[8],"learning":[9,24,36,70,79,83,119,124,168,184,195],"model":[10,204],"with":[11,31,90,116,166],"the":[12,22,55,60,75,82,95,98,111,117,123,134,179,189,197],"capability":[13],"to":[14,41,80,93,121,193,208],"determine":[15],"medical":[16,47,200],"images":[17,48],"for":[18,53,130,214],"brain":[19,103,156,210],"tumor":[20],"is":[21,178],"optimal":[23,56],"rate.":[25],"Traditional":[26],"approaches":[27],"usually":[28],"are":[29],"bounded":[30],"static":[32],"or":[33],"pre-defined":[34],"adaptive":[35,69,183],"rate":[37,71,84,125,169,185],"schedules,":[38],"thus":[39,128,140,161],"failing":[40],"capture":[42],"such":[43],"problems":[44],"in":[45,59,97,148,196],"dynamic":[46],"data":[49],"and":[50,143,152,175,206],"not":[51],"sufficient":[52],"getting":[54],"performance":[57,96,164],"level":[58],"model.":[61],"In":[62,108],"this":[63],"regard,":[64],"we":[65],"propose":[66],"an":[67],"innovative":[68],"scheduler,":[72,186],"which":[73],"uses":[74],"concepts":[76],"of":[77,100,102,137,188,199],"reinforcement":[78,118],"adjust":[81],"during":[85],"neural":[86],"network":[87],"training,":[88],"specifically":[89],"view":[92],"optimize":[94],"task":[99],"detection":[101],"tumors":[104],"from":[105],"MRI":[106,157],"scans.":[107],"our":[109,159],"proposal,":[110],"training":[112],"process":[113],"interacts":[114],"continuously":[115],"agent":[120],"update":[122],"dynamically.":[126],"It":[127],"allows":[129],"intelligent":[131],"adaptation":[132],"toward":[133],"specific":[135],"needs":[136],"dataset,":[139],"achieving":[141,172],"quicker":[142],"more":[144],"stable":[145],"convergence.":[146],"Implemented":[147],"CNN":[150],"framework":[151],"tested":[153],"on":[154],"standard":[155],"datasets,":[158],"scheduler":[160],"demonstrates":[162],"superior":[163],"compared":[165],"traditional":[167],"techniques":[170],"by":[171],"higher":[173],"accuracy":[174,207],"efficiency.":[176],"This":[177],"first":[180],"proposed":[181],"RL-based":[182],"one":[187],"significant":[190],"advancements":[191],"applied":[192],"machine":[194],"field":[198],"diagnostics":[201],"so":[202],"reliability":[205],"detect":[209],"tumors,":[211],"as":[212],"crucial":[213],"improving":[215],"patient":[216],"results.":[217]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2025-10-10T00:00:00"}