{"id":"https://openalex.org/W2026417710","doi":"https://doi.org/10.1109/healthcom.2012.6379413","title":"A predictive modeling engine using neural networks: Diabetes management from sensor and activity data","display_name":"A predictive modeling engine using neural networks: Diabetes management from sensor and activity data","publication_year":2012,"publication_date":"2012-10-01","ids":{"openalex":"https://openalex.org/W2026417710","doi":"https://doi.org/10.1109/healthcom.2012.6379413","mag":"2026417710"},"language":"en","primary_location":{"id":"doi:10.1109/healthcom.2012.6379413","is_oa":false,"landing_page_url":"https://doi.org/10.1109/healthcom.2012.6379413","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE 14th International Conference on e-Health Networking, Applications and Services (Healthcom)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://zenodo.org/record/1269245","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5039903412","display_name":"Samir Chatterjee","orcid":"https://orcid.org/0000-0002-3268-6604"},"institutions":[{"id":"https://openalex.org/I136722135","display_name":"Claremont Graduate University","ror":"https://ror.org/0157pnt69","country_code":"US","type":"education","lineage":["https://openalex.org/I136722135"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Samir Chatterjee","raw_affiliation_strings":["School of Information Systems & Technology, Claremont Graduate University, Claremont, CA, USA","School of Information Systems & Technology, Claremont Graduate University, CA, USA"],"affiliations":[{"raw_affiliation_string":"School of Information Systems & Technology, Claremont Graduate University, Claremont, CA, USA","institution_ids":["https://openalex.org/I136722135"]},{"raw_affiliation_string":"School of Information Systems & Technology, Claremont Graduate University, CA, USA","institution_ids":["https://openalex.org/I136722135"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101698775","display_name":"Qi Xie","orcid":"https://orcid.org/0000-0003-0864-5623"},"institutions":[{"id":"https://openalex.org/I136722135","display_name":"Claremont Graduate University","ror":"https://ror.org/0157pnt69","country_code":"US","type":"education","lineage":["https://openalex.org/I136722135"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qi Xie","raw_affiliation_strings":["School of Information Systems & Technology, Claremont Graduate University, Claremont, CA, USA","School of Information Systems & Technology, Claremont Graduate University, CA, USA"],"affiliations":[{"raw_affiliation_string":"School of Information Systems & Technology, Claremont Graduate University, Claremont, CA, USA","institution_ids":["https://openalex.org/I136722135"]},{"raw_affiliation_string":"School of Information Systems & Technology, Claremont Graduate University, CA, USA","institution_ids":["https://openalex.org/I136722135"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059780231","display_name":"Kaushik Dutta","orcid":"https://orcid.org/0000-0001-8076-1472"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Kaushik Dutta","raw_affiliation_strings":["Department of Information Systems, National University of Singapore, Singapore","Dept. of Information Systems, National University of Singapore, Singapore#TAB#"],"affiliations":[{"raw_affiliation_string":"Department of Information Systems, National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Dept. of Information Systems, National University of Singapore, Singapore#TAB#","institution_ids":["https://openalex.org/I165932596"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5039903412"],"corresponding_institution_ids":["https://openalex.org/I136722135"],"apc_list":null,"apc_paid":null,"fwci":0.3806,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.64586527,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"25","issue":null,"first_page":"230","last_page":"237"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10560","display_name":"Diabetes Management and Research","score":0.9764000177383423,"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/T10560","display_name":"Diabetes Management and Research","score":0.9764000177383423,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9617999792098999,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9358000159263611,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6218613982200623},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6115356087684631},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4475223124027252},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.36013758182525635},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3580864667892456},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3294275403022766},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.09357360005378723}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6218613982200623},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6115356087684631},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4475223124027252},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.36013758182525635},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3580864667892456},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3294275403022766},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.09357360005378723}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/healthcom.2012.6379413","is_oa":false,"landing_page_url":"https://doi.org/10.1109/healthcom.2012.6379413","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE 14th International Conference on e-Health Networking, Applications and Services (Healthcom)","raw_type":"proceedings-article"},{"id":"pmh:oai:scholarbank.nus.edu.sg:10635/128456","is_oa":false,"landing_page_url":"http://scholarbank.nus.edu.sg/handle/10635/128456","pdf_url":null,"source":{"id":"https://openalex.org/S7407052290","display_name":"National University of Singapore","issn_l":null,"issn":[],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scopus","raw_type":"Conference Paper"},{"id":"pmh:oai:zenodo.org:1269245","is_oa":true,"landing_page_url":"https://zenodo.org/record/1269245","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:1269245","is_oa":true,"landing_page_url":"https://zenodo.org/record/1269245","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"},"sustainable_development_goals":[{"score":0.6899999976158142,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1966280031","https://openalex.org/W1991412044","https://openalex.org/W2034260202","https://openalex.org/W2046645679","https://openalex.org/W2098764462","https://openalex.org/W2112779498","https://openalex.org/W2125931002","https://openalex.org/W2127231883","https://openalex.org/W2132540944","https://openalex.org/W2133342135","https://openalex.org/W2134978986","https://openalex.org/W2148382332","https://openalex.org/W2158250395","https://openalex.org/W2159286718","https://openalex.org/W2160033526","https://openalex.org/W2278918937","https://openalex.org/W3094202663","https://openalex.org/W3170693640"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Diabetes":[0],"is":[1,30,68,115],"a":[2,107,123,145,178,185,197,205],"common":[3],"but":[4],"serious":[5],"chronic":[6],"disease.":[7,25,156],"Nearly":[8],"8%":[9],"of":[10,27,128,148,151],"Americans":[11],"who":[12],"are":[13,81],"aged":[14],"65":[15],"and":[16,40,61,73,104,174,202],"older":[17,34],"(about":[18],"10.9":[19],"million)":[20],"suffer":[21],"from":[22,138],"this":[23,28,97],"deadly":[24],"Self-management":[26],"disease":[29],"possible,":[31],"yet":[32],"the":[33,55,84,101,111,126,130,133],"population":[35],"lack":[36,42],"knowledge,":[37],"have":[38,49,87],"denial":[39],"often":[41],"motivation":[43],"to":[44,57,70,83,89,109,164,183,191,195,209],"do":[45],"so.":[46],"Recently":[47],"we":[48,86,99,158],"demonstrated":[50],"sensor-based":[51],"network":[52],"architecture":[53],"within":[54],"home":[56],"monitor":[58],"daily":[59,77,102,113,135,193],"activities":[60],"biological":[62],"vital":[63],"parameters":[64],"[25].":[65],"The":[66],"data":[67,103],"mined":[69],"find":[71],"patterns":[72],"abnormal":[74],"values.":[75],"Through":[76],"text":[78],"messages":[79],"that":[80,106],"sent":[82],"subjects,":[85],"achieved":[88],"influence":[90],"behavior":[91,114],"change":[92],"using":[93,117],"persuasive":[94],"principles.":[95],"In":[96],"paper,":[98],"analyze":[100],"demonstrate":[105],"model":[108,163,179],"profile":[110],"subject's":[112,134],"possible":[116,146],"Artificial":[118],"Neural":[119],"Networks":[120],"(ANN).":[121],"Such":[122,177],"profiling":[124],"has":[125],"advantage":[127],"knowing":[129],"situations,":[131],"when":[132],"activity":[136,173,194],"deviates":[137],"its":[139],"\u201cnormal":[140],"profile\u201d,":[141],"which":[142],"may":[143],"be":[144,181],"indication":[147],"an":[149,160],"onset":[150],"some":[152],"health":[153],"condition":[154],"or":[155],"Lastly":[157],"develop":[159],"ANN":[161],"based":[162,169],"predict":[165],"blood":[166,189,199],"sugar":[167,190,200],"level":[168,201],"on":[170],"previous":[171],"day's":[172],"diet":[175],"intake.":[176],"can":[180],"used":[182],"help":[184],"subject":[186],"with":[187],"high":[188],"adjust":[192],"reach":[196],"target":[198],"also":[203],"gives":[204],"care-giver":[206],"advance":[207],"notice":[208],"intervene":[210],"in":[211],"adverse":[212],"situations.":[213]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
