{"id":"https://openalex.org/W2973909166","doi":"https://doi.org/10.15439/2019f159","title":"Predicting blood glucose using an LSTM Neural Network","display_name":"Predicting blood glucose using an LSTM Neural Network","publication_year":2019,"publication_date":"2019-09-20","ids":{"openalex":"https://openalex.org/W2973909166","doi":"https://doi.org/10.15439/2019f159","mag":"2973909166"},"language":"en","primary_location":{"id":"doi:10.15439/2019f159","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2019f159","pdf_url":"https://annals-csis.org/proceedings/2019/drp/pdf/159.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://annals-csis.org/proceedings/2019/drp/pdf/159.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019815017","display_name":"Touria El Idrissi","orcid":"https://orcid.org/0000-0002-1972-9593"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Touria El Idrissi","raw_affiliation_strings":["Department of Computer Sciences EMI, University Mohamed V Rabat, Morocco"],"affiliations":[{"raw_affiliation_string":"Department of Computer Sciences EMI, University Mohamed V Rabat, Morocco","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000218612","display_name":"Ali Idri","orcid":"https://orcid.org/0000-0002-4586-4158"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ali Idri","raw_affiliation_strings":["Department of Computer Sciences EMI, University Mohamed V Rabat, Morocco"],"affiliations":[{"raw_affiliation_string":"Department of Computer Sciences EMI, University Mohamed V Rabat, Morocco","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021486420","display_name":"Ibtissam Abnane","orcid":"https://orcid.org/0000-0001-5248-5757"},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Ibtissam Abnane","raw_affiliation_strings":["Software Project Management Research Team ENSIAS, University Mohamed V Rabat, Morocco"],"affiliations":[{"raw_affiliation_string":"Software Project Management Research Team ENSIAS, University Mohamed V Rabat, Morocco","institution_ids":["https://openalex.org/I126477371"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008958740","display_name":"Zohra Bakkoury","orcid":null},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Zohra Bakkoury","raw_affiliation_strings":["Software Project Management Research Team ENSIAS, University Mohamed V Rabat, Morocco"],"affiliations":[{"raw_affiliation_string":"Software Project Management Research Team ENSIAS, University Mohamed V Rabat, Morocco","institution_ids":["https://openalex.org/I126477371"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5019815017"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.5621,"has_fulltext":true,"cited_by_count":48,"citation_normalized_percentile":{"value":0.96195652,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"18","issue":null,"first_page":"35","last_page":"41"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9986000061035156,"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"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9986000061035156,"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/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.9872000217437744,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative medicine"},"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9768000245094299,"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/computer-science","display_name":"Computer science","score":0.7061342597007751},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6774889826774597},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.528237521648407},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33161526918411255}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7061342597007751},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6774889826774597},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.528237521648407},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33161526918411255}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.15439/2019f159","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2019f159","pdf_url":"https://annals-csis.org/proceedings/2019/drp/pdf/159.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:doaj.org/article:9a4cf703f34145b4b47680ea1a0f33c2","is_oa":true,"landing_page_url":"https://doaj.org/article/9a4cf703f34145b4b47680ea1a0f33c2","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Annals of computer science and information systems, Vol 18, Pp 35-41 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.15439/2019f159","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2019f159","pdf_url":"https://annals-csis.org/proceedings/2019/drp/pdf/159.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.7900000214576721}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2973909166.pdf","grobid_xml":"https://content.openalex.org/works/W2973909166.grobid-xml"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W1600205228","https://openalex.org/W1689711448","https://openalex.org/W1980152805","https://openalex.org/W1984020445","https://openalex.org/W2003643515","https://openalex.org/W2020671865","https://openalex.org/W2060611605","https://openalex.org/W2064675550","https://openalex.org/W2079964495","https://openalex.org/W2087264237","https://openalex.org/W2101646791","https://openalex.org/W2166763069","https://openalex.org/W2180612164","https://openalex.org/W2344731017","https://openalex.org/W2411072215","https://openalex.org/W2473784624","https://openalex.org/W2519289376","https://openalex.org/W2548806376","https://openalex.org/W2768567424","https://openalex.org/W2782982918","https://openalex.org/W2788894880","https://openalex.org/W2792399616","https://openalex.org/W2794390348","https://openalex.org/W2896013124","https://openalex.org/W2904943247","https://openalex.org/W2963922828","https://openalex.org/W3104876936","https://openalex.org/W4301239768","https://openalex.org/W4391285994","https://openalex.org/W6873698495"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3209574120","https://openalex.org/W3107602296","https://openalex.org/W4312192474","https://openalex.org/W4210805261","https://openalex.org/W4387297750"],"abstract_inverted_index":{"Diabetes":[0],"self-management":[1],"relies":[2],"on":[3,67],"the":[4,68,75,83,99,125,134,143,149,154,157,176],"blood":[5,19,35],"glucose":[6,20,36],"prediction":[7],"as":[8],"it":[9,123,166],"allows":[10],"taking":[11],"suitable":[12],"actions":[13],"to":[14,65,73],"prevent":[15],"low":[16],"or":[17],"high":[18],"level.":[21],"In":[22],"this":[23],"paper,":[24],"we":[25],"propose":[26],"a":[27,40,44],"deep":[28],"learning":[29],"neural":[30],"network":[31],"(NN)":[32],"model":[33,128,136,161],"for":[34,129,173],"prediction.":[37],"It":[38],"is":[39,117],"sequential":[41],"one":[42],"using":[43],"Long-Short-Term":[45],"Memory":[46],"(LSTM)":[47],"layer":[48],"with":[49,98],"two":[50],"fully":[51],"connected":[52],"layers.":[53],"Several":[54],"experiments":[55],"were":[56,146],"carried":[57],"out":[58],"over":[59,139],"data":[60],"of":[61,78,82,90,101,156,159],"10":[62,140],"diabetic":[63],"patients":[64,131],"decide":[66],"model's":[69],"parameters":[70],"in":[71,88,121,137],"order":[72],"identify":[74],"best":[76],"variant":[77],"it.":[79],"The":[80,110],"performance":[81,144],"proposed":[84],"LSTM":[85,104,115,127,178],"NN":[86,116],"measured":[87],"terms":[89],"root":[91],"mean":[92,155],"square":[93],"error":[94],"(RMSE)":[95],"was":[96,162,167],"compared":[97],"ones":[100],"an":[102,106],"existing":[103,126,177],"and":[105,132,170,175],"autoregressive":[107],"(AR)":[108],"models.":[109],"results":[111],"show":[112],"that":[113],"our":[114,160],"significantly":[118],"more":[119],"accurate;":[120],"fact,":[122],"outperforms":[124,133],"all":[130],"AR":[135,174],"9":[138],"patients,":[141],"besides,":[142],"differences":[145],"assessed":[147],"by":[148],"Wilcoxon":[150],"statistical":[151],"test.":[152],"Furthermore,":[153],"RMSE":[158],"12.38":[163],"mg/dl":[164,169,172],"while":[165],"28.84":[168],"50.69":[171],"respectively.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}