{"id":"https://openalex.org/W2936419736","doi":"https://doi.org/10.1109/fskd.2018.8686889","title":"Research on Cluster Analysis of Tibetan Medicine Syndromes type of the plateau common disease","display_name":"Research on Cluster Analysis of Tibetan Medicine Syndromes type of the plateau common disease","publication_year":2018,"publication_date":"2018-07-01","ids":{"openalex":"https://openalex.org/W2936419736","doi":"https://doi.org/10.1109/fskd.2018.8686889","mag":"2936419736"},"language":"en","primary_location":{"id":"doi:10.1109/fskd.2018.8686889","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fskd.2018.8686889","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 14th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD)","raw_type":"proceedings-article"},"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":"https://openalex.org/A5100752104","display_name":"Shiying Wang","orcid":"https://orcid.org/0000-0003-0101-7966"},"institutions":[{"id":"https://openalex.org/I116265982","display_name":"Qinghai University","ror":"https://ror.org/05h33bt13","country_code":"CN","type":"education","lineage":["https://openalex.org/I116265982"]},{"id":"https://openalex.org/I4387155391","display_name":"State Key Laboratory of Plateau Ecology and Agriculture","ror":"https://ror.org/03va7tm69","country_code":null,"type":"facility","lineage":["https://openalex.org/I116265982","https://openalex.org/I4387155391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiying Wang","raw_affiliation_strings":["Department of Computer Technology and application, State Key Laboratory of Plateau Ecology and Agriculture Qinghai University, Xining, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Technology and application, State Key Laboratory of Plateau Ecology and Agriculture Qinghai University, Xining, China","institution_ids":["https://openalex.org/I116265982","https://openalex.org/I4387155391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100433899","display_name":"Lei Zhang","orcid":"https://orcid.org/0000-0002-2078-4215"},"institutions":[{"id":"https://openalex.org/I116265982","display_name":"Qinghai University","ror":"https://ror.org/05h33bt13","country_code":"CN","type":"education","lineage":["https://openalex.org/I116265982"]},{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I24201400","display_name":"Chengdu University of Information Technology","ror":"https://ror.org/01yxwrh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I24201400"]},{"id":"https://openalex.org/I4387155391","display_name":"State Key Laboratory of Plateau Ecology and Agriculture","ror":"https://ror.org/03va7tm69","country_code":null,"type":"facility","lineage":["https://openalex.org/I116265982","https://openalex.org/I4387155391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Zhang","raw_affiliation_strings":["College of Computer Science, Information Management Center Sichuan University, Chengdu, China","Department of Computer Technology and application, State Key Laboratory of Plateau Ecology and Agriculture Qinghai University, Xining, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Information Management Center Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976","https://openalex.org/I24201400"]},{"raw_affiliation_string":"Department of Computer Technology and application, State Key Laboratory of Plateau Ecology and Agriculture Qinghai University, Xining, China","institution_ids":["https://openalex.org/I116265982","https://openalex.org/I4387155391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100364436","display_name":"Lu Wang","orcid":"https://orcid.org/0000-0002-3134-2519"},"institutions":[{"id":"https://openalex.org/I116265982","display_name":"Qinghai University","ror":"https://ror.org/05h33bt13","country_code":"CN","type":"education","lineage":["https://openalex.org/I116265982"]},{"id":"https://openalex.org/I4387155391","display_name":"State Key Laboratory of Plateau Ecology and Agriculture","ror":"https://ror.org/03va7tm69","country_code":null,"type":"facility","lineage":["https://openalex.org/I116265982","https://openalex.org/I4387155391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lu Wang","raw_affiliation_strings":["Department of Computer Technology and application, State Key Laboratory of Plateau Ecology and Agriculture Qinghai University, Xining, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Technology and application, State Key Laboratory of Plateau Ecology and Agriculture Qinghai University, Xining, China","institution_ids":["https://openalex.org/I116265982","https://openalex.org/I4387155391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036214300","display_name":"Xiaolan Zhu","orcid":"https://orcid.org/0000-0002-2935-5644"},"institutions":[{"id":"https://openalex.org/I116265982","display_name":"Qinghai University","ror":"https://ror.org/05h33bt13","country_code":"CN","type":"education","lineage":["https://openalex.org/I116265982"]},{"id":"https://openalex.org/I4387155391","display_name":"State Key Laboratory of Plateau Ecology and Agriculture","ror":"https://ror.org/03va7tm69","country_code":null,"type":"facility","lineage":["https://openalex.org/I116265982","https://openalex.org/I4387155391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaolan Zhu","raw_affiliation_strings":["Department of Computer Technology and application, State Key Laboratory of Plateau Ecology and Agriculture Qinghai University, Xining, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Technology and application, State Key Laboratory of Plateau Ecology and Agriculture Qinghai University, Xining, China","institution_ids":["https://openalex.org/I116265982","https://openalex.org/I4387155391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102748229","display_name":"Xuexi Wang","orcid":"https://orcid.org/0000-0003-3168-8816"},"institutions":[{"id":"https://openalex.org/I116265982","display_name":"Qinghai University","ror":"https://ror.org/05h33bt13","country_code":"CN","type":"education","lineage":["https://openalex.org/I116265982"]},{"id":"https://openalex.org/I4387155391","display_name":"State Key Laboratory of Plateau Ecology and Agriculture","ror":"https://ror.org/03va7tm69","country_code":null,"type":"facility","lineage":["https://openalex.org/I116265982","https://openalex.org/I4387155391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuexi Wang","raw_affiliation_strings":["Department of Computer Technology and application, State Key Laboratory of Plateau Ecology and Agriculture Qinghai University, Xining, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Technology and application, State Key Laboratory of Plateau Ecology and Agriculture Qinghai University, Xining, China","institution_ids":["https://openalex.org/I116265982","https://openalex.org/I4387155391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090989339","display_name":"Fuxiao Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I116265982","display_name":"Qinghai University","ror":"https://ror.org/05h33bt13","country_code":"CN","type":"education","lineage":["https://openalex.org/I116265982"]},{"id":"https://openalex.org/I4387155391","display_name":"State Key Laboratory of Plateau Ecology and Agriculture","ror":"https://ror.org/03va7tm69","country_code":null,"type":"facility","lineage":["https://openalex.org/I116265982","https://openalex.org/I4387155391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fuxiao Zhang","raw_affiliation_strings":["Department of Computer Technology and application, State Key Laboratory of Plateau Ecology and Agriculture Qinghai University, Xining, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Technology and application, State Key Laboratory of Plateau Ecology and Agriculture Qinghai University, Xining, China","institution_ids":["https://openalex.org/I116265982","https://openalex.org/I4387155391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103255563","display_name":"Chaoyi Liu","orcid":"https://orcid.org/0000-0002-3222-8865"},"institutions":[{"id":"https://openalex.org/I116265982","display_name":"Qinghai University","ror":"https://ror.org/05h33bt13","country_code":"CN","type":"education","lineage":["https://openalex.org/I116265982"]},{"id":"https://openalex.org/I4387155391","display_name":"State Key Laboratory of Plateau Ecology and Agriculture","ror":"https://ror.org/03va7tm69","country_code":null,"type":"facility","lineage":["https://openalex.org/I116265982","https://openalex.org/I4387155391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chaoyi Liu","raw_affiliation_strings":["Department of Computer Technology and application, State Key Laboratory of Plateau Ecology and Agriculture Qinghai University, Xining, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Technology and application, State Key Laboratory of Plateau Ecology and Agriculture Qinghai University, Xining, China","institution_ids":["https://openalex.org/I116265982","https://openalex.org/I4387155391"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037608200","display_name":"Lei Zhang","orcid":"https://orcid.org/0000-0002-9702-6738"},"institutions":[{"id":"https://openalex.org/I116265982","display_name":"Qinghai University","ror":"https://ror.org/05h33bt13","country_code":"CN","type":"education","lineage":["https://openalex.org/I116265982"]},{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I24201400","display_name":"Chengdu University of Information Technology","ror":"https://ror.org/01yxwrh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I24201400"]},{"id":"https://openalex.org/I4387155391","display_name":"State Key Laboratory of Plateau Ecology and Agriculture","ror":"https://ror.org/03va7tm69","country_code":null,"type":"facility","lineage":["https://openalex.org/I116265982","https://openalex.org/I4387155391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Zhang","raw_affiliation_strings":["College of Computer Science, Information Management Center Sichuan University, Chengdu, China","Department of Computer Technology and application, State Key Laboratory of Plateau Ecology and Agriculture Qinghai University, Xining, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Information Management Center Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976","https://openalex.org/I24201400"]},{"raw_affiliation_string":"Department of Computer Technology and application, State Key Laboratory of Plateau Ecology and Agriculture Qinghai University, Xining, China","institution_ids":["https://openalex.org/I116265982","https://openalex.org/I4387155391"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"769","last_page":"775"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9574999809265137,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9574999809265137,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.9296000003814697,"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/T10515","display_name":"Cancer-related molecular mechanisms research","score":0.9129999876022339,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/atrophic-gastritis","display_name":"Atrophic gastritis","score":0.6993240118026733},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6789830923080444},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.5077069997787476},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5043829679489136},{"id":"https://openalex.org/keywords/chronic-gastritis","display_name":"Chronic gastritis","score":0.45043352246284485},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4200296103954315},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.41841351985931396},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.40880724787712097},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3644483685493469},{"id":"https://openalex.org/keywords/gastritis","display_name":"Gastritis","score":0.31344908475875854},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.2330368459224701},{"id":"https://openalex.org/keywords/helicobacter-pylori","display_name":"Helicobacter pylori","score":0.1808859407901764}],"concepts":[{"id":"https://openalex.org/C2780342937","wikidata":"https://www.wikidata.org/wiki/Q1826391","display_name":"Atrophic gastritis","level":4,"score":0.6993240118026733},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6789830923080444},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.5077069997787476},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5043829679489136},{"id":"https://openalex.org/C2780561475","wikidata":"https://www.wikidata.org/wiki/Q183130","display_name":"Chronic gastritis","level":4,"score":0.45043352246284485},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4200296103954315},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.41841351985931396},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.40880724787712097},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3644483685493469},{"id":"https://openalex.org/C2778677798","wikidata":"https://www.wikidata.org/wiki/Q183130","display_name":"Gastritis","level":3,"score":0.31344908475875854},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2330368459224701},{"id":"https://openalex.org/C2776409635","wikidata":"https://www.wikidata.org/wiki/Q180556","display_name":"Helicobacter pylori","level":2,"score":0.1808859407901764}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fskd.2018.8686889","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fskd.2018.8686889","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 14th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.4399999976158142,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W1982149381","https://openalex.org/W2161267827","https://openalex.org/W2534875518","https://openalex.org/W2609106727"],"related_works":["https://openalex.org/W2387387583","https://openalex.org/W2388267664","https://openalex.org/W2322652303","https://openalex.org/W2999604599","https://openalex.org/W2386616761","https://openalex.org/W2368715472","https://openalex.org/W2022527155","https://openalex.org/W4233884660","https://openalex.org/W2098447307","https://openalex.org/W2405185490"],"abstract_inverted_index":{"The":[0,103,288],"plateau":[1,30,147,207,230],"common":[2,31,148,208,231],"disease":[3,11,32,149,209,232],"(chronic":[4,33,150,210,233],"atrophic":[5,34,151,211,234],"gastritis)":[6,212,235],"is":[7,167,175],"a":[8,138,237],"digestive":[9],"tract":[10],"with":[12,118,296],"typical":[13],"Tibetan":[14,78,108,257],"characteristics.":[15],"At":[16],"present,":[17],"the":[18,22,25,29,40,45,74,83,100,125,142,146,155,159,162,170,181,184,188,192,195,206,220,229,247,253,262,271,283,297],"unclear":[19],"type":[20,80,111,144,255,276],"of":[21,28,47,49,77,85,105,107,145,161,173,183,191,240,252,256,264,274,277,285,290],"syndromes":[23,79,101,110,143,254],"hinder":[24],"further":[26],"study":[27],"gastritis).":[35,152],"In":[36],"order":[37],"to":[38,60,71,98,134,154],"weaken":[39],"previous":[41],"subjective":[42],"experience,":[43],"from":[44,236],"point":[46,84,239],"view":[48],"machine":[50,86],"learning,":[51,87],"this":[52,96],"paper":[53,97],"uses":[54],"clustering":[55,128,157],"algorithms":[56,89,166],"in":[57,90,95],"data":[58,70,91,185],"mining":[59,92],"classify":[61,228],"them":[62],"objectively,":[63],"and":[64,68,121,129,169,187,205,250],"combines":[65],"clinical":[66,119],"diagnosis":[67,120],"treatment":[69,122],"put":[72],"forward":[73],"research":[75,113],"ideas":[76],"classification.":[81],"From":[82],"cluster":[88,201,269],"were":[93,132,279],"used":[94,133],"divide":[99],"type.":[102],"train":[104],"thought":[106],"medicine":[109],"classification":[112,165],"was":[114,203,213,292],"proposed,":[115,204],"which":[116,294],"combined":[117],"data.":[123],"Firstly,":[124],"two":[126],"step":[127],"K-means":[130],"algorithm":[131],"carry":[135],"out":[136],"as":[137],"preliminary":[139],"result":[140],"for":[141],"According":[153],"different":[156],"results,":[158],"accuracy":[160,251,289],"four":[163,216],"classical":[164],"compared,":[168],"optimal":[171],"number":[172],"clusters":[174],"initially":[176],"determined.":[177],"Then,":[178],"aiming":[179],"at":[180],"characteristics":[182,273],"set":[186],"performance":[189],"mechanism":[190],"above":[193],"algorithm,":[194],"Gower's":[196,265],"metric":[197],"+":[198],"improved":[199,267],"K-Modes":[200,268],"method":[202],"divided":[214],"into":[215],"syndrome":[217,278],"types":[218],"by":[219],"R":[221],"language":[222],"implementation.":[223],"It":[224],"can":[225,244],"not":[226],"only":[227],"scientific":[238],"view,":[241],"but":[242],"also":[243],"greatly":[245],"improve":[246],"objectivity,":[248],"standardization":[249],"Medicine.":[258],"Finally,":[259],"based":[260],"on":[261],"results":[263],"metric+":[266],"analysis,":[270],"symptom":[272,286],"each":[275],"summed":[280],"up":[281],"through":[282],"analysis":[284],"frequency.":[287],"prediction":[291],"79%,":[293],"compared":[295],"expert's":[298],"experience.":[299]},"counts_by_year":[{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}