{"id":"https://openalex.org/W2953119062","doi":"https://doi.org/10.1145/3325917.3325940","title":"CUDA Optimized Neural Network Predicts Blood Glucose Control from Quantified Joint Mobility and Anthropometrics","display_name":"CUDA Optimized Neural Network Predicts Blood Glucose Control from Quantified Joint Mobility and Anthropometrics","publication_year":2019,"publication_date":"2019-04-06","ids":{"openalex":"https://openalex.org/W2953119062","doi":"https://doi.org/10.1145/3325917.3325940","mag":"2953119062"},"language":"en","primary_location":{"id":"doi:10.1145/3325917.3325940","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3325917.3325940","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2019 3rd International Conference on Information System and Data Mining","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1908.07847","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082200117","display_name":"Sterling Ramroach","orcid":"https://orcid.org/0000-0003-0521-2152"},"institutions":[{"id":"https://openalex.org/I4210088717","display_name":"University of the West Indies","ror":"https://ror.org/003kgv736","country_code":"TT","type":"education","lineage":["https://openalex.org/I137799390","https://openalex.org/I4210088717"]}],"countries":["TT"],"is_corresponding":true,"raw_author_name":"Sterling Ramroach","raw_affiliation_strings":["Department of Electrical and Computer Engineering, The University of the West Indies, St. Augustine"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The University of the West Indies, St. Augustine","institution_ids":["https://openalex.org/I4210088717"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024946597","display_name":"Andrew Dhanoo","orcid":"https://orcid.org/0000-0001-5232-5833"},"institutions":[{"id":"https://openalex.org/I4210088717","display_name":"University of the West Indies","ror":"https://ror.org/003kgv736","country_code":"TT","type":"education","lineage":["https://openalex.org/I137799390","https://openalex.org/I4210088717"]}],"countries":["TT"],"is_corresponding":false,"raw_author_name":"Andrew Dhanoo","raw_affiliation_strings":["Department of Life Sciences, The University of the West Indies, St. Augustine"],"affiliations":[{"raw_affiliation_string":"Department of Life Sciences, The University of the West Indies, St. Augustine","institution_ids":["https://openalex.org/I4210088717"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072368279","display_name":"Brian N. Cockburn","orcid":"https://orcid.org/0000-0002-9391-6004"},"institutions":[{"id":"https://openalex.org/I4210088717","display_name":"University of the West Indies","ror":"https://ror.org/003kgv736","country_code":"TT","type":"education","lineage":["https://openalex.org/I137799390","https://openalex.org/I4210088717"]}],"countries":["TT"],"is_corresponding":false,"raw_author_name":"Brian Cockburn","raw_affiliation_strings":["Department of Life Sciences, The University of the West Indies, St. Augustine"],"affiliations":[{"raw_affiliation_string":"Department of Life Sciences, The University of the West Indies, St. Augustine","institution_ids":["https://openalex.org/I4210088717"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089428659","display_name":"Ajay Joshi","orcid":"https://orcid.org/0000-0002-3256-9942"},"institutions":[{"id":"https://openalex.org/I4210088717","display_name":"University of the West Indies","ror":"https://ror.org/003kgv736","country_code":"TT","type":"education","lineage":["https://openalex.org/I137799390","https://openalex.org/I4210088717"]}],"countries":["TT"],"is_corresponding":false,"raw_author_name":"Ajay Joshi","raw_affiliation_strings":["Department of Electrical and Computer Engineering, The University of the West Indies, St. Augustine"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The University of the West Indies, St. Augustine","institution_ids":["https://openalex.org/I4210088717"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5082200117"],"corresponding_institution_ids":["https://openalex.org/I4210088717"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11951543,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"32","last_page":"36"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11227","display_name":"Diabetic Foot Ulcer Assessment and Management","score":0.9643999934196472,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11227","display_name":"Diabetic Foot Ulcer Assessment and Management","score":0.9643999934196472,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10027","display_name":"Diabetes, Cardiovascular Risks, and Lipoproteins","score":0.9628999829292297,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10560","display_name":"Diabetes Management and Research","score":0.9090999960899353,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cuda","display_name":"CUDA","score":0.7234485745429993},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.6299884915351868},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6142112016677856},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5117842555046082},{"id":"https://openalex.org/keywords/anthropometry","display_name":"Anthropometry","score":0.48146072030067444},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.28263625502586365},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.250818133354187},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.2138228416442871},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.20015078783035278},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11453118920326233},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.10742834210395813}],"concepts":[{"id":"https://openalex.org/C2778119891","wikidata":"https://www.wikidata.org/wiki/Q477690","display_name":"CUDA","level":2,"score":0.7234485745429993},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.6299884915351868},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6142112016677856},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5117842555046082},{"id":"https://openalex.org/C61427482","wikidata":"https://www.wikidata.org/wiki/Q6656244","display_name":"Anthropometry","level":2,"score":0.48146072030067444},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28263625502586365},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.250818133354187},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.2138228416442871},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.20015078783035278},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11453118920326233},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.10742834210395813}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3325917.3325940","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3325917.3325940","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2019 3rd International Conference on Information System and Data Mining","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1908.07847","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1908.07847","pdf_url":"https://arxiv.org/pdf/1908.07847","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1908.07847","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1908.07847","pdf_url":"https://arxiv.org/pdf/1908.07847","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W129507607","https://openalex.org/W164384110","https://openalex.org/W1521267741","https://openalex.org/W1559822178","https://openalex.org/W1820120905","https://openalex.org/W1922875952","https://openalex.org/W1970372729","https://openalex.org/W1972292971","https://openalex.org/W2002016471","https://openalex.org/W2003129124","https://openalex.org/W2020329338","https://openalex.org/W2055388500","https://openalex.org/W2062332658","https://openalex.org/W2122362035","https://openalex.org/W2163687928","https://openalex.org/W2410788620","https://openalex.org/W2512473123","https://openalex.org/W2769033560","https://openalex.org/W2771566192","https://openalex.org/W2803696067","https://openalex.org/W4206012483","https://openalex.org/W4214683493","https://openalex.org/W4247012335","https://openalex.org/W4300433545"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W3062287","https://openalex.org/W2380390332","https://openalex.org/W2742145873","https://openalex.org/W2023572661","https://openalex.org/W4245975140","https://openalex.org/W2532592438","https://openalex.org/W1977763331","https://openalex.org/W2062253548"],"abstract_inverted_index":{"Neural":[0],"network":[1,61,73,177,221],"training":[2,183,201],"entails":[3],"heavy":[4],"computation":[5,21,51],"with":[6,62,76,152],"obvious":[7],"bottlenecks.":[8],"The":[9,87],"Compute":[10],"Unified":[11],"Device":[12],"Architecture":[13],"(CUDA)":[14],"programming":[15],"model":[16],"allows":[17],"us":[18],"to":[19,30,46,55,111,147],"accelerate":[20,56],"by":[22],"passing":[23],"the":[24,28,31,41,50,78,92,112,140,182,188,200],"processing":[25,33],"workload":[26],"from":[27,84,166,212],"CPU":[29,233],"graphics":[32],"unit":[34],"(GPU).":[35],"In":[36],"this":[37],"paper,":[38],"we":[39],"leveraged":[40],"power":[42],"of":[43,49,80,89,94,116,139,157,162],"Nvidia":[44,214],"GPUs":[45],"parallelize":[47],"all":[48],"involved":[52],"in":[53,91,99,172],"training,":[54],"a":[57,170,213],"backpropagation":[58],"feed-forward":[59],"neural":[60,72,176,220],"one":[63],"hidden":[64],"layer":[65],"using":[66],"CUDA":[67,210],"and":[68,106,114,144,184,194,196,202],"C++.":[69],"This":[70],"optimized":[71],"was":[74,222],"tasked":[75],"predicting":[77],"level":[79],"glycated":[81],"hemoglobin":[82],"(HbA1c)":[83],"non-invasive":[85,155],"markers.":[86],"rate":[88],"increase":[90],"prevalence":[93],"Diabetes":[95],"Mellitus":[96],"has":[97,128],"resulted":[98],"an":[100,132,236],"urgent":[101],"need":[102],"for":[103,134,191,205],"early":[104],"detection":[105],"accurate":[107],"diagnosis.":[108],"However,":[109],"due":[110],"invasiveness":[113],"limitations":[115],"conventional":[117],"tests,":[118],"alternate":[119],"means":[120],"are":[121],"being":[122],"considered.":[123],"Limited":[124],"Joint":[125],"Mobility":[126],"(LJM)":[127],"been":[129],"reported":[130],"as":[131],"indicator":[133],"poor":[135],"glycemic":[136],"control.":[137],"LJM":[138],"fingers":[141],"is":[142,149],"quantified":[143],"its":[145,231],"link":[146],"HbA1c":[148],"investigated":[150],"along":[151],"other":[153],"potential":[154,164],"markers":[156,165],"HbA1c.":[158],"We":[159],"collected":[160],"readings":[161],"33":[163],"120":[167],"participants":[168,193],"at":[169],"clinic":[171],"south":[173],"Trinidad.":[174],"Our":[175],"achieved":[178],"95.65%":[179],"accuracy":[180,186,198],"on":[181,187,199,227,235],"86.67%":[185],"testing":[189,203],"set":[190],"male":[192],"97.73%":[195],"66.67%":[197],"sets":[204],"female":[206],"participants.":[207],"Using":[208],"960":[209],"cores":[211],"GeForce":[215],"GTX":[216],"660,":[217],"our":[218],"parallelized":[219],"trained":[223],"50":[224],"times":[225],"faster":[226],"both":[228],"subsets,":[229],"than":[230],"corresponding":[232],"implementation":[234],"Intel\u00ae":[237],"Core\u2122":[238],"i7-3630QM":[239],"2.40":[240],"GHz":[241],"CPU.":[242]},"counts_by_year":[],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}