{"id":"https://openalex.org/W4317418513","doi":"https://doi.org/10.1109/gcce56475.2022.10014238","title":"Using LSTM and Regression Analysis for Railway Passenger Traffic Volume Prediction","display_name":"Using LSTM and Regression Analysis for Railway Passenger Traffic Volume Prediction","publication_year":2022,"publication_date":"2022-10-18","ids":{"openalex":"https://openalex.org/W4317418513","doi":"https://doi.org/10.1109/gcce56475.2022.10014238"},"language":"en","primary_location":{"id":"doi:10.1109/gcce56475.2022.10014238","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/gcce56475.2022.10014238","pdf_url":null,"source":{"id":"https://openalex.org/S4363607800","display_name":"2022 IEEE 11th Global Conference on Consumer Electronics (GCCE)","issn_l":null,"issn":null,"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 11th Global Conference on Consumer Electronics (GCCE)","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/A5030956822","display_name":"Fu Jie Tey","orcid":"https://orcid.org/0000-0002-6099-1753"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Fu Jie Tey","raw_affiliation_strings":["National Taiwan University of Science and Technology,Department of Electrical Engineering,Taipei,Taiwan","Department of Electrical Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Taiwan University of Science and Technology,Department of Electrical Engineering,Taipei,Taiwan","institution_ids":["https://openalex.org/I154864474"]},{"raw_affiliation_string":"Department of Electrical Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013336685","display_name":"Chih-Chi Tuan","orcid":null},"institutions":[{"id":"https://openalex.org/I75430998","display_name":"National Ilan University","ror":"https://ror.org/01npf0s58","country_code":"TW","type":"education","lineage":["https://openalex.org/I75430998"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chih-Chi Tuan","raw_affiliation_strings":["National Ilan University,Master Program of E-Learning for Multimedia and Network Communications,Yilan,Taiwan","Master Program of E-Learning for Multimedia and Network Communications, National Ilan University, Yilan, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Ilan University,Master Program of E-Learning for Multimedia and Network Communications,Yilan,Taiwan","institution_ids":["https://openalex.org/I75430998"]},{"raw_affiliation_string":"Master Program of E-Learning for Multimedia and Network Communications, National Ilan University, Yilan, Taiwan","institution_ids":["https://openalex.org/I75430998"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087812058","display_name":"Cheng-En Cai","orcid":null},"institutions":[{"id":"https://openalex.org/I16566446","display_name":"National Pingtung University of Science and Technology","ror":"https://ror.org/01y6ccj36","country_code":"TW","type":"education","lineage":["https://openalex.org/I16566446"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Cheng-En Cai","raw_affiliation_strings":["National Pingtung University of Science and Technology,Department of Management Information Systems,Pingtung County,Taiwan","Department of Management Information Systems, National Pingtung University of Science and Technology, Pingtung County, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Pingtung University of Science and Technology,Department of Management Information Systems,Pingtung County,Taiwan","institution_ids":["https://openalex.org/I16566446"]},{"raw_affiliation_string":"Department of Management Information Systems, National Pingtung University of Science and Technology, Pingtung County, Taiwan","institution_ids":["https://openalex.org/I16566446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072557821","display_name":"Mingxuan Wu","orcid":"https://orcid.org/0000-0003-4721-0825"},"institutions":[{"id":"https://openalex.org/I16566446","display_name":"National Pingtung University of Science and Technology","ror":"https://ror.org/01y6ccj36","country_code":"TW","type":"education","lineage":["https://openalex.org/I16566446"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ming-Xuan Wu","raw_affiliation_strings":["National Pingtung University of Science and Technology,Department of Management Information Systems,Pingtung County,Taiwan","Department of Management Information Systems, National Pingtung University of Science and Technology, Pingtung County, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Pingtung University of Science and Technology,Department of Management Information Systems,Pingtung County,Taiwan","institution_ids":["https://openalex.org/I16566446"]},{"raw_affiliation_string":"Department of Management Information Systems, National Pingtung University of Science and Technology, Pingtung County, Taiwan","institution_ids":["https://openalex.org/I16566446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034852999","display_name":"Yun-Sheng Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I16566446","display_name":"National Pingtung University of Science and Technology","ror":"https://ror.org/01y6ccj36","country_code":"TW","type":"education","lineage":["https://openalex.org/I16566446"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yun-Sheng Wu","raw_affiliation_strings":["National Pingtung University of Science and Technology,Department of Management Information Systems,Pingtung County,Taiwan","Department of Management Information Systems, National Pingtung University of Science and Technology, Pingtung County, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Pingtung University of Science and Technology,Department of Management Information Systems,Pingtung County,Taiwan","institution_ids":["https://openalex.org/I16566446"]},{"raw_affiliation_string":"Department of Management Information Systems, National Pingtung University of Science and Technology, Pingtung County, Taiwan","institution_ids":["https://openalex.org/I16566446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073713355","display_name":"Tin\u2010Yu Wu","orcid":"https://orcid.org/0000-0002-9804-2377"},"institutions":[{"id":"https://openalex.org/I16566446","display_name":"National Pingtung University of Science and Technology","ror":"https://ror.org/01y6ccj36","country_code":"TW","type":"education","lineage":["https://openalex.org/I16566446"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Tin-Yu Wu","raw_affiliation_strings":["National Pingtung University of Science and Technology,Department of Management Information Systems,Pingtung County,Taiwan","Department of Management Information Systems, National Pingtung University of Science and Technology, Pingtung County, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Pingtung University of Science and Technology,Department of Management Information Systems,Pingtung County,Taiwan","institution_ids":["https://openalex.org/I16566446"]},{"raw_affiliation_string":"Department of Management Information Systems, National Pingtung University of Science and Technology, Pingtung County, Taiwan","institution_ids":["https://openalex.org/I16566446"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3347,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.53861789,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"296","last_page":"297"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10698","display_name":"Transportation Planning and Optimization","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10524","display_name":"Traffic control and management","score":0.9761000275611877,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/traffic-volume","display_name":"Traffic volume","score":0.7988194227218628},{"id":"https://openalex.org/keywords/volume","display_name":"Volume (thermodynamics)","score":0.7874836921691895},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.6915544867515564},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6469088792800903},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.5260096788406372},{"id":"https://openalex.org/keywords/long-short-term-memory","display_name":"Long short term memory","score":0.4377368986606598},{"id":"https://openalex.org/keywords/linear-regression","display_name":"Linear regression","score":0.41619613766670227},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.40204769372940063},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3584386110305786},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2701314687728882},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2553284466266632},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.19479557871818542},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.1941893994808197},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12195271253585815},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.06991276144981384}],"concepts":[{"id":"https://openalex.org/C168443057","wikidata":"https://www.wikidata.org/wiki/Q7001223","display_name":"Traffic volume","level":2,"score":0.7988194227218628},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.7874836921691895},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.6915544867515564},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6469088792800903},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.5260096788406372},{"id":"https://openalex.org/C133488467","wikidata":"https://www.wikidata.org/wiki/Q6673524","display_name":"Long short term memory","level":4,"score":0.4377368986606598},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.41619613766670227},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.40204769372940063},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3584386110305786},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2701314687728882},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2553284466266632},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19479557871818542},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.1941893994808197},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12195271253585815},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.06991276144981384},{"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:10.1109/gcce56475.2022.10014238","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/gcce56475.2022.10014238","pdf_url":null,"source":{"id":"https://openalex.org/S4363607800","display_name":"2022 IEEE 11th Global Conference on Consumer Electronics (GCCE)","issn_l":null,"issn":null,"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 11th Global Conference on Consumer Electronics (GCCE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321040","display_name":"National Science Council","ror":"https://ror.org/02kv4zf79"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W2067555217","https://openalex.org/W2815659973","https://openalex.org/W2949685089","https://openalex.org/W3146806684"],"related_works":["https://openalex.org/W1976866108","https://openalex.org/W2610868774","https://openalex.org/W2092994918","https://openalex.org/W2390006526","https://openalex.org/W3216594821","https://openalex.org/W1915333409","https://openalex.org/W3215700490","https://openalex.org/W2393341384","https://openalex.org/W4289356671","https://openalex.org/W4363647291"],"abstract_inverted_index":{"The":[0,52],"purpose":[1],"of":[2,60],"this":[3],"paper":[4,34],"is":[5],"to":[6,19,26,70],"investigate":[7],"the":[8,11,16,21,36,74],"factors":[9],"affecting":[10],"passenger":[12,48],"traffic":[13,22,28,49],"volume":[14,23,29,50],"on":[15],"high-capacity":[17],"MRT,":[18],"analyze":[20],"trends,":[24],"and":[25,42,58,64],"make":[27],"predictions":[30],"more":[31],"accurately.":[32],"This":[33],"uses":[35],"LSTM":[37],"(Long":[38],"Short-term":[39],"Memory)":[40],"model":[41],"regression":[43,66],"analysis":[44,67],"for":[45],"Taipei":[46],"MRT":[47],"prediction.":[51],"training":[53],"data,":[54],"including":[55],"dates,":[56],"temperatures":[57],"number":[59],"passengers,":[61],"were":[62],"collected,":[63],"a":[65],"was":[68],"performed":[69],"find":[71],"trends":[72],"in":[73],"data.":[75]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}