{"id":"https://openalex.org/W3093539409","doi":"https://doi.org/10.1007/s12652-020-02602-x","title":"A hybrid ARIMA-LSTM model optimized by BP in the forecast of outpatient visits","display_name":"A hybrid ARIMA-LSTM model optimized by BP in the forecast of outpatient visits","publication_year":2020,"publication_date":"2020-10-19","ids":{"openalex":"https://openalex.org/W3093539409","doi":"https://doi.org/10.1007/s12652-020-02602-x","mag":"3093539409"},"language":"en","primary_location":{"id":"doi:10.1007/s12652-020-02602-x","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s12652-020-02602-x","pdf_url":null,"source":{"id":"https://openalex.org/S48031226","display_name":"Journal of Ambient Intelligence and Humanized Computing","issn_l":"1868-5137","issn":["1868-5137","1868-5145"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Ambient Intelligence and Humanized Computing","raw_type":"journal-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/A5101405999","display_name":"Yamin Deng","orcid":"https://orcid.org/0000-0001-9114-4146"},"institutions":[{"id":"https://openalex.org/I17721919","display_name":"Shanxi Medical University","ror":"https://ror.org/0265d1010","country_code":"CN","type":"education","lineage":["https://openalex.org/I17721919"]},{"id":"https://openalex.org/I4210125748","display_name":"First Hospital of Shanxi Medical University","ror":"https://ror.org/02vzqaq35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210125748"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yamin Deng","raw_affiliation_strings":["Department of Statistics, First Hospital of Shanxi Medical University, Taiyuan, Shanxi, People\u2019s Republic of China","Division of Health Statistics, School of Public Health,  Shanxi Medical University, Taiyuan, Shanxi, People\u2019s Republic of China","Department of Statistics, First Hospital of Shanxi Medical University, Taiyuan, Shanxi, People's Republic of China"],"raw_orcid":"https://orcid.org/0000-0001-9114-4146","affiliations":[{"raw_affiliation_string":"Department of Statistics, First Hospital of Shanxi Medical University, Taiyuan, Shanxi, People\u2019s Republic of China","institution_ids":["https://openalex.org/I17721919","https://openalex.org/I4210125748"]},{"raw_affiliation_string":"Division of Health Statistics, School of Public Health,  Shanxi Medical University, Taiyuan, Shanxi, People\u2019s Republic of China","institution_ids":["https://openalex.org/I17721919"]},{"raw_affiliation_string":"Department of Statistics, First Hospital of Shanxi Medical University, Taiyuan, Shanxi, People's Republic of China","institution_ids":["https://openalex.org/I17721919","https://openalex.org/I4210125748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027610610","display_name":"Huifang Fan","orcid":"https://orcid.org/0000-0003-4394-7977"},"institutions":[{"id":"https://openalex.org/I17721919","display_name":"Shanxi Medical University","ror":"https://ror.org/0265d1010","country_code":"CN","type":"education","lineage":["https://openalex.org/I17721919"]},{"id":"https://openalex.org/I4210125748","display_name":"First Hospital of Shanxi Medical University","ror":"https://ror.org/02vzqaq35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210125748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huifang Fan","raw_affiliation_strings":["Department of Statistics, First Hospital of Shanxi Medical University, Taiyuan, Shanxi, People\u2019s Republic of China","Department of Statistics, First Hospital of Shanxi Medical University, Taiyuan, Shanxi, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Statistics, First Hospital of Shanxi Medical University, Taiyuan, Shanxi, People\u2019s Republic of China","institution_ids":["https://openalex.org/I17721919","https://openalex.org/I4210125748"]},{"raw_affiliation_string":"Department of Statistics, First Hospital of Shanxi Medical University, Taiyuan, Shanxi, People's Republic of China","institution_ids":["https://openalex.org/I17721919","https://openalex.org/I4210125748"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047134344","display_name":"Shiman Wu","orcid":"https://orcid.org/0000-0003-2222-6257"},"institutions":[{"id":"https://openalex.org/I17721919","display_name":"Shanxi Medical University","ror":"https://ror.org/0265d1010","country_code":"CN","type":"education","lineage":["https://openalex.org/I17721919"]},{"id":"https://openalex.org/I4210125748","display_name":"First Hospital of Shanxi Medical University","ror":"https://ror.org/02vzqaq35","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210125748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiman Wu","raw_affiliation_strings":["Department of Statistics, First Hospital of Shanxi Medical University, Taiyuan, Shanxi, People\u2019s Republic of China","Department of Statistics, First Hospital of Shanxi Medical University, Taiyuan, Shanxi, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Statistics, First Hospital of Shanxi Medical University, Taiyuan, Shanxi, People\u2019s Republic of China","institution_ids":["https://openalex.org/I17721919","https://openalex.org/I4210125748"]},{"raw_affiliation_string":"Department of Statistics, First Hospital of Shanxi Medical University, Taiyuan, Shanxi, People's Republic of China","institution_ids":["https://openalex.org/I17721919","https://openalex.org/I4210125748"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5101405999"],"corresponding_institution_ids":["https://openalex.org/I17721919","https://openalex.org/I4210125748"],"apc_list":{"value":3390,"currency":"USD","value_usd":3390},"apc_paid":null,"fwci":3.8976,"has_fulltext":false,"cited_by_count":42,"citation_normalized_percentile":{"value":0.93971809,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"14","issue":"5","first_page":"5517","last_page":"5527"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/autoregressive-integrated-moving-average","display_name":"Autoregressive integrated moving average","score":0.9054466485977173},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7017671465873718},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5843915939331055},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.537714958190918},{"id":"https://openalex.org/keywords/volatility","display_name":"Volatility (finance)","score":0.5250836610794067},{"id":"https://openalex.org/keywords/autoregressive-model","display_name":"Autoregressive model","score":0.5126389861106873},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5063806772232056},{"id":"https://openalex.org/keywords/backpropagation","display_name":"Backpropagation","score":0.46720144152641296},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.4640679955482483},{"id":"https://openalex.org/keywords/linear-model","display_name":"Linear model","score":0.4540258049964905},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.44998806715011597},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.4076465666294098},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4003431499004364},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3855981230735779},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.22379755973815918},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.181395024061203},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15744832158088684}],"concepts":[{"id":"https://openalex.org/C24338571","wikidata":"https://www.wikidata.org/wiki/Q2566298","display_name":"Autoregressive integrated moving average","level":3,"score":0.9054466485977173},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7017671465873718},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5843915939331055},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.537714958190918},{"id":"https://openalex.org/C91602232","wikidata":"https://www.wikidata.org/wiki/Q756115","display_name":"Volatility (finance)","level":2,"score":0.5250836610794067},{"id":"https://openalex.org/C159877910","wikidata":"https://www.wikidata.org/wiki/Q2202883","display_name":"Autoregressive model","level":2,"score":0.5126389861106873},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5063806772232056},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.46720144152641296},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.4640679955482483},{"id":"https://openalex.org/C163175372","wikidata":"https://www.wikidata.org/wiki/Q3339222","display_name":"Linear model","level":2,"score":0.4540258049964905},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.44998806715011597},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.4076465666294098},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4003431499004364},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3855981230735779},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.22379755973815918},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.181395024061203},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15744832158088684},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s12652-020-02602-x","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s12652-020-02602-x","pdf_url":null,"source":{"id":"https://openalex.org/S48031226","display_name":"Journal of Ambient Intelligence and Humanized Computing","issn_l":"1868-5137","issn":["1868-5137","1868-5145"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Ambient Intelligence and Humanized Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1560739766","https://openalex.org/W1762560635","https://openalex.org/W1970414061","https://openalex.org/W2015787755","https://openalex.org/W2041018175","https://openalex.org/W2054379763","https://openalex.org/W2095049909","https://openalex.org/W2100718094","https://openalex.org/W2117014758","https://openalex.org/W2154023761","https://openalex.org/W2302936890","https://openalex.org/W2313953460","https://openalex.org/W2377513765","https://openalex.org/W2590418601","https://openalex.org/W2604204356","https://openalex.org/W2608708408","https://openalex.org/W2735780135","https://openalex.org/W2756665349","https://openalex.org/W2769810666","https://openalex.org/W2790704459","https://openalex.org/W2800817893","https://openalex.org/W2804687177","https://openalex.org/W2811411234","https://openalex.org/W2885264430","https://openalex.org/W2893523375","https://openalex.org/W2909877301","https://openalex.org/W2912121158","https://openalex.org/W2913117122","https://openalex.org/W2916464368","https://openalex.org/W2952562136","https://openalex.org/W4238432077","https://openalex.org/W4238936380","https://openalex.org/W4253708194"],"related_works":["https://openalex.org/W3135881084","https://openalex.org/W2380590035","https://openalex.org/W2351712633","https://openalex.org/W4388984322","https://openalex.org/W4285509495","https://openalex.org/W1509694164","https://openalex.org/W3216381689","https://openalex.org/W4224133501","https://openalex.org/W3041008604","https://openalex.org/W2018248418"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":4}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}