{"id":"https://openalex.org/W4381746956","doi":"https://doi.org/10.1109/percomworkshops56833.2023.10150218","title":"Bus Ridership Prediction with Time Section, Weather, and Ridership Trend Aware Multiple LSTM","display_name":"Bus Ridership Prediction with Time Section, Weather, and Ridership Trend Aware Multiple LSTM","publication_year":2023,"publication_date":"2023-03-13","ids":{"openalex":"https://openalex.org/W4381746956","doi":"https://doi.org/10.1109/percomworkshops56833.2023.10150218"},"language":"en","primary_location":{"id":"doi:10.1109/percomworkshops56833.2023.10150218","is_oa":false,"landing_page_url":"https://doi.org/10.1109/percomworkshops56833.2023.10150218","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops)","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/A5055057582","display_name":"Tatsuya Yamamura","orcid":null},"institutions":[{"id":"https://openalex.org/I75917431","display_name":"Nara Institute of Science and Technology","ror":"https://ror.org/05bhada84","country_code":"JP","type":"education","lineage":["https://openalex.org/I75917431"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Tatsuya Yamamura","raw_affiliation_strings":["Graduate School of Science and Technology, Nara Institute of Science and Technology,Nara,Japan","Graduate School of Science and Technology, Nara Institute of Science and Technology, Nara, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate School of Science and Technology, Nara Institute of Science and Technology,Nara,Japan","institution_ids":["https://openalex.org/I75917431"]},{"raw_affiliation_string":"Graduate School of Science and Technology, Nara Institute of Science and Technology, Nara, Japan","institution_ids":["https://openalex.org/I75917431"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020806146","display_name":"Ismail Arai","orcid":"https://orcid.org/0000-0002-5353-2401"},"institutions":[{"id":"https://openalex.org/I75917431","display_name":"Nara Institute of Science and Technology","ror":"https://ror.org/05bhada84","country_code":"JP","type":"education","lineage":["https://openalex.org/I75917431"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Ismail Arai","raw_affiliation_strings":["Nara Institute of Science and Technology,Information iniTiative Center,Nara,Japan","Information iniTiative Center, Nara Institute of Science and Technology, Nara, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nara Institute of Science and Technology,Information iniTiative Center,Nara,Japan","institution_ids":["https://openalex.org/I75917431"]},{"raw_affiliation_string":"Information iniTiative Center, Nara Institute of Science and Technology, Nara, Japan","institution_ids":["https://openalex.org/I75917431"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111438565","display_name":"Masatoshi Kakiuchi","orcid":null},"institutions":[{"id":"https://openalex.org/I75917431","display_name":"Nara Institute of Science and Technology","ror":"https://ror.org/05bhada84","country_code":"JP","type":"education","lineage":["https://openalex.org/I75917431"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Masatoshi Kakiuchi","raw_affiliation_strings":["Nara Institute of Science and Technology,Information iniTiative Center,Nara,Japan","Information iniTiative Center, Nara Institute of Science and Technology, Nara, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nara Institute of Science and Technology,Information iniTiative Center,Nara,Japan","institution_ids":["https://openalex.org/I75917431"]},{"raw_affiliation_string":"Information iniTiative Center, Nara Institute of Science and Technology, Nara, Japan","institution_ids":["https://openalex.org/I75917431"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042238022","display_name":"Arata Endo","orcid":"https://orcid.org/0000-0003-4539-312X"},"institutions":[{"id":"https://openalex.org/I75917431","display_name":"Nara Institute of Science and Technology","ror":"https://ror.org/05bhada84","country_code":"JP","type":"education","lineage":["https://openalex.org/I75917431"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Arata Endo","raw_affiliation_strings":["Nara Institute of Science and Technology,Information iniTiative Center,Nara,Japan","Information iniTiative Center, Nara Institute of Science and Technology, Nara, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nara Institute of Science and Technology,Information iniTiative Center,Nara,Japan","institution_ids":["https://openalex.org/I75917431"]},{"raw_affiliation_string":"Information iniTiative Center, Nara Institute of Science and Technology, Nara, Japan","institution_ids":["https://openalex.org/I75917431"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052222187","display_name":"Kazutoshi Fujikawa","orcid":"https://orcid.org/0000-0003-1055-5790"},"institutions":[{"id":"https://openalex.org/I75917431","display_name":"Nara Institute of Science and Technology","ror":"https://ror.org/05bhada84","country_code":"JP","type":"education","lineage":["https://openalex.org/I75917431"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Kazutoshi Fujikawa","raw_affiliation_strings":["Nara Institute of Science and Technology,Information iniTiative Center,Nara,Japan","Information iniTiative Center, Nara Institute of Science and Technology, Nara, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nara Institute of Science and Technology,Information iniTiative Center,Nara,Japan","institution_ids":["https://openalex.org/I75917431"]},{"raw_affiliation_string":"Information iniTiative Center, Nara Institute of Science and Technology, Nara, Japan","institution_ids":["https://openalex.org/I75917431"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I75917431"],"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":"509","last_page":"514"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9998000264167786,"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":0.9998000264167786,"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9998000264167786,"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/T10698","display_name":"Transportation Planning and Optimization","score":0.9995999932289124,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.6313184499740601},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5820013284683228},{"id":"https://openalex.org/keywords/public-transport","display_name":"Public transport","score":0.5679501891136169},{"id":"https://openalex.org/keywords/section","display_name":"Section (typography)","score":0.42872780561447144},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.4166807532310486},{"id":"https://openalex.org/keywords/level-of-service","display_name":"Level of service","score":0.4142838716506958},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3549855649471283},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3009885251522064},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.07547593116760254}],"concepts":[{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.6313184499740601},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5820013284683228},{"id":"https://openalex.org/C539828613","wikidata":"https://www.wikidata.org/wiki/Q178512","display_name":"Public transport","level":2,"score":0.5679501891136169},{"id":"https://openalex.org/C2780129039","wikidata":"https://www.wikidata.org/wiki/Q1931107","display_name":"Section (typography)","level":2,"score":0.42872780561447144},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4166807532310486},{"id":"https://openalex.org/C58037377","wikidata":"https://www.wikidata.org/wiki/Q92785211","display_name":"Level of service","level":2,"score":0.4142838716506958},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3549855649471283},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3009885251522064},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.07547593116760254},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/percomworkshops56833.2023.10150218","is_oa":false,"landing_page_url":"https://doi.org/10.1109/percomworkshops56833.2023.10150218","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3401185702","display_name":null,"funder_award_id":"JP20K11789,JP20H04183","funder_id":"https://openalex.org/F4320320212","funder_display_name":"Japan Society for the Promotion of Science London"}],"funders":[{"id":"https://openalex.org/F4320320212","display_name":"Japan Society for the Promotion of Science London","ror":"https://ror.org/02m7axw05"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1967444754","https://openalex.org/W1994616650","https://openalex.org/W2028682956","https://openalex.org/W2056170939","https://openalex.org/W2134691762","https://openalex.org/W2170785963","https://openalex.org/W2903382683","https://openalex.org/W2969877590","https://openalex.org/W2998993395","https://openalex.org/W3029490708","https://openalex.org/W3080876493","https://openalex.org/W3085041100","https://openalex.org/W3196297028","https://openalex.org/W3214793153","https://openalex.org/W4205592638","https://openalex.org/W4221046692","https://openalex.org/W6757107679"],"related_works":["https://openalex.org/W578848535","https://openalex.org/W4313513485","https://openalex.org/W2962922615","https://openalex.org/W2365406785","https://openalex.org/W2907076090","https://openalex.org/W813402852","https://openalex.org/W2967784202","https://openalex.org/W4283588223","https://openalex.org/W4253543957","https://openalex.org/W1998372340"],"abstract_inverted_index":{"Public":[0],"transportation":[1],"has":[2,121],"been":[3],"essential":[4],"in":[5,8,16,135,214],"people's":[6,17],"lives":[7],"recent":[9],"years.":[10],"Bus":[11,199,212],"ridership":[12,104,200],"is":[13,32,50,66,98,117],"a":[14,51,59,67,142,166],"factor":[15],"choice":[18],"to":[19,34,69,123,132,223,229,243,246],"board":[20],"the":[21,25,41,100,113,119,129,153,170,176,184,190],"bus.":[22],"Therefore,":[23],"from":[24,206,219],"perspective":[26],"of":[27,102,128,148,189],"improving":[28],"service":[29],"quality,":[30],"it":[31],"important":[33],"inform":[35],"passengers":[36,72],"who":[37,73],"have":[38,74],"not":[39,75],"boarded":[40,76],"bus":[42,46,71,103,107,163,172,186,203],"yet":[43,77,122],"about":[44],"future":[45],"ridership.":[47],"However,":[48,90],"there":[49,65],"concern":[52],"that":[53,99,118,145],"providing":[54],"inaccurate":[55],"information":[56],"may":[57],"cause":[58],"negative":[60],"experience.":[61],"Against":[62],"this":[63],"backdrop,":[64],"need":[68],"provide":[70],"with":[78],"highly":[79],"accurate":[80],"predictions.":[81],"Many":[82],"researchers":[83],"are":[84],"working":[85],"on":[86,88,239],"studies":[87],"this.":[89],"two":[91],"issues":[92],"summarize":[93],"related":[94,137],"studies.":[95],"The":[96,115,232],"first":[97,154],"correlation":[101],"between":[105],"consecutive":[106],"stops":[108],"should":[109],"be":[110,124,133],"considered":[111],"for":[112,161,169],"prediction.":[114],"second":[116,177],"prediction":[120,143],"made":[125],"using":[126],"all":[127,181],"features":[130],"shown":[131],"useful":[134,182],"each":[136,162,202],"study.":[138],"This":[139],"study":[140],"proposes":[141],"method":[144,234],"addresses":[146],"both":[147],"these":[149],"issues.":[150],"We":[151,174],"solve":[152,175],"issue":[155,178],"by":[156,179,209,237],"designing":[157],"an":[158],"LSTM-based":[159],"architecture":[160],"stop":[164,204],"and":[165,195,241],"single":[167],"model":[168],"entire":[171],"stop.":[173],"inputting":[180],"data,":[183],"past":[185],"ridership,":[187],"day":[188],"week,":[191],"time":[192],"section,":[193],"weather,":[194],"precipitation,":[196],"as":[197],"features.":[198],"at":[201],"collected":[205],"buses":[207],"operated":[208],"Minato":[210],"Kanko":[211],"Inc,":[213],"Kobe":[215],"city,":[216],"Hyogo,":[217],"Japan,":[218],"October":[220],"1,":[221],"2021,":[222],"September":[224],"30,":[225],"2022,":[226],"were":[227],"used":[228],"compare":[230],"accuracy.":[231],"proposed":[233],"improved":[235],"RMSE":[236],"23%":[238],"average":[240],"up":[242],"27%":[244],"compared":[245],"existing":[247],"methods.":[248]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
