{"id":"https://openalex.org/W2384968626","doi":"https://doi.org/10.1109/smartcity.2015.157","title":"Fasting Blood Glucose Change Prediction Model Based on Medical Examination Data and Data Mining Techniques","display_name":"Fasting Blood Glucose Change Prediction Model Based on Medical Examination Data and Data Mining Techniques","publication_year":2015,"publication_date":"2015-12-01","ids":{"openalex":"https://openalex.org/W2384968626","doi":"https://doi.org/10.1109/smartcity.2015.157","mag":"2384968626"},"language":"en","primary_location":{"id":"doi:10.1109/smartcity.2015.157","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smartcity.2015.157","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE International Conference on Smart City/SocialCom/SustainCom (SmartCity)","raw_type":"proceedings-article"},"type":"article","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/A5030637648","display_name":"Wenxiang Xao","orcid":null},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wenxiang Xao","raw_affiliation_strings":["Coll. of Inf. Eng., Qingdao Univ. Qingdao China, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Coll. of Inf. Eng., Qingdao Univ. Qingdao China, Qingdao, China","institution_ids":["https://openalex.org/I108688024"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043756290","display_name":"Fengjing Shao","orcid":"https://orcid.org/0000-0001-8548-0565"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210161003","display_name":"Qingdao Center of Resource Chemistry and New Materials","ror":"https://ror.org/05x85k702","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210089297","https://openalex.org/I4210161003"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fengjing Shao","raw_affiliation_strings":["College of Information Engineering, Qingdao University, Qingdao, China","Research Lab, Qingdao Rebind Information Technology Inc., Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Qingdao University, Qingdao, China","institution_ids":["https://openalex.org/I108688024"]},{"raw_affiliation_string":"Research Lab, Qingdao Rebind Information Technology Inc., Qingdao, China","institution_ids":["https://openalex.org/I4210161003"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101493116","display_name":"Jun Ji","orcid":"https://orcid.org/0000-0003-3194-2183"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Ji","raw_affiliation_strings":["College of Information Engineering, Qingdao University, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Qingdao University, Qingdao, China","institution_ids":["https://openalex.org/I108688024"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075211221","display_name":"Rencheng Sun","orcid":"https://orcid.org/0000-0003-2921-2659"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rencheng Sun","raw_affiliation_strings":["College of Information Engineering, Qingdao University, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Qingdao University, Qingdao, China","institution_ids":["https://openalex.org/I108688024"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058043497","display_name":"Chunxiao Xing","orcid":"https://orcid.org/0000-0001-9390-3097"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunxiao Xing","raw_affiliation_strings":["College of Information Engineering, Qingdao University, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Qingdao University, Qingdao, China","institution_ids":["https://openalex.org/I108688024"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5030637648"],"corresponding_institution_ids":["https://openalex.org/I108688024"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.26699396,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"346","issue":null,"first_page":"742","last_page":"747"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9950000047683716,"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":0.9950000047683716,"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":0.9824000000953674,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9610999822616577,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/random-forest","display_name":"Random forest","score":0.8047916889190674},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.8030438423156738},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.7232134342193604},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6767988801002502},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6136237382888794},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5448872447013855},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5310288667678833},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4576903283596039},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4511775076389313},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34271740913391113}],"concepts":[{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.8047916889190674},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.8030438423156738},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7232134342193604},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6767988801002502},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6136237382888794},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5448872447013855},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5310288667678833},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4576903283596039},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4511775076389313},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34271740913391113},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smartcity.2015.157","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smartcity.2015.157","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE International Conference on Smart City/SocialCom/SustainCom (SmartCity)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land","score":0.5400000214576721}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W273955616","https://openalex.org/W1526146785","https://openalex.org/W1973432857","https://openalex.org/W1975631571","https://openalex.org/W2003643515","https://openalex.org/W2012451988","https://openalex.org/W2039240409","https://openalex.org/W2066399894","https://openalex.org/W2103069675","https://openalex.org/W2124611117","https://openalex.org/W2137226992","https://openalex.org/W2141014056","https://openalex.org/W2143166796","https://openalex.org/W2146080612","https://openalex.org/W2158822657","https://openalex.org/W2911964244","https://openalex.org/W4238067071","https://openalex.org/W4239510810","https://openalex.org/W4249972823","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W4200112873","https://openalex.org/W2955796858","https://openalex.org/W4224941037","https://openalex.org/W2004826645","https://openalex.org/W4388745254","https://openalex.org/W2980082554","https://openalex.org/W1517228774","https://openalex.org/W2767419625","https://openalex.org/W2389704471","https://openalex.org/W4386564352"],"abstract_inverted_index":{"Fasting":[0],"blood":[1],"glucose":[2],"(FBG)":[3],"is":[4,14,40],"an":[5,80,148],"important":[6],"indicator":[7],"for":[8,12,16,22,146],"human's":[9],"health.":[10],"Prediction":[11],"FBG":[13,39,54,142],"meaningful":[15],"finding":[17],"and":[18,57,72,111,129],"healing":[19],"diseases,":[20],"especially":[21],"diabetes":[23],"mellitus.":[24],"Based":[25],"on":[26],"four":[27,101],"years'":[28,102],"historical":[29],"medical":[30,90],"examination":[31,91],"data,":[32],"a":[33,48,58,89],"prediction":[34],"model":[35],"of":[36,69,126,140,151],"coming":[37],"year's":[38],"presented":[41],"using":[42],"traditional":[43,106],"data":[44,85],"mining":[45],"techniques":[46],"with":[47,105],"novel":[49],"algorithm":[50,77,121],"to":[51,78,136],"estimate":[52,137],"the":[53,65,118,124,133,138,141],"change":[55,143],"probability":[56,139],"proposed":[59,134],"feature":[60,66,82,119],"selection":[61,120],"algorithm,":[62],"which":[63,97],"combines":[64],"importance":[67],"scores":[68],"ensemble":[70],"learning":[71],"Sequential":[73],"Backward":[74],"Selection":[75],"(SBS)":[76],"select":[79],"optimal":[81],"subset.":[83],"Experimental":[84],"are":[86],"collected":[87],"from":[88],"database":[92],"containing":[93],"108,386":[94],"users,":[95],"in":[96],"7,136":[98],"people":[99],"have":[100],"records.":[103],"Compared":[104],"support":[107],"vector":[108],"machine":[109],"(SVM)":[110],"random":[112,130],"forest,":[113],"experimental":[114],"results":[115],"demonstrate":[116],"that":[117],"can":[122],"improve":[123],"performance":[125],"both":[127],"SVM":[128],"forest.":[131],"Also":[132],"method":[135],"works":[144],"promisingly":[145],"giving":[147],"intuitive":[149],"description":[150],"predictive":[152],"result.":[153]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3}],"updated_date":"2026-05-03T08:25:01.440150","created_date":"2025-10-10T00:00:00"}