{"id":"https://openalex.org/W4297744463","doi":null,"title":"DER\u0130N S\u0130N\u0130R A\u011eLARI KULLANARAK T\u00dcRK\u0130YE\u2019DEK\u0130 OTOMOB\u0130L SATI\u015eLARININ TAHM\u0130N\u0130 \u0130\u00c7\u0130N B\u0130R MODEL","display_name":"DER\u0130N S\u0130N\u0130R A\u011eLARI KULLANARAK T\u00dcRK\u0130YE\u2019DEK\u0130 OTOMOB\u0130L SATI\u015eLARININ TAHM\u0130N\u0130 \u0130\u00c7\u0130N B\u0130R MODEL","publication_year":2020,"publication_date":"2020-01-07","ids":{"openalex":"https://openalex.org/W4297744463"},"language":"en","primary_location":{"id":"pmh:oai:dergipark.org.tr:article/669930","doi":null,"is_oa":true,"landing_page_url":"https://dergipark.org.tr/tr/pub/endustrimuhendisligi/issue/53786/669930","pdf_url":"https://dergipark.org.tr/tr/pub/endustrimuhendisligi/issue/53786/669930","source":{"id":"https://openalex.org/S4306401840","display_name":"DergiPark (Istanbul University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67581229","host_organization_name":"Istanbul University","host_organization_lineage":["https://openalex.org/I67581229"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://dergipark.org.tr/tr/pub/endustrimuhendisligi/issue/53786/669930","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022270982","display_name":"Sema Kayap\u0131nar Kaya","orcid":"https://orcid.org/0000-0002-8575-4965","observed_orcids":["https://orcid.org/0000-0002-8575-4965"]},"institutions":[{"id":"https://openalex.org/I64925351","display_name":"Munzur University","ror":"https://ror.org/05v0p1f11","country_code":"TR","type":"education","lineage":["https://openalex.org/I64925351"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Kayap\u0131nar Kaya, Sema","raw_affiliation_strings":["MUNZUR UNIVERSITY, FACULTY OF ENGINEERING"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MUNZUR UNIVERSITY, FACULTY OF ENGINEERING","institution_ids":["https://openalex.org/I64925351"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083618632","display_name":"\u00d6zal Y\u0131ld\u0131r\u0131m","orcid":"https://orcid.org/0000-0001-5375-3012","observed_orcids":["https://orcid.org/0000-0001-5375-3012"]},"institutions":[{"id":"https://openalex.org/I64925351","display_name":"Munzur University","ror":"https://ror.org/05v0p1f11","country_code":"TR","type":"education","lineage":["https://openalex.org/I64925351"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Y\u0131ld\u0131r\u0131m, \u00d6zal","raw_affiliation_strings":["MUNZUR UNIVERSITY, FACULTY OF ENGINEERING"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MUNZUR UNIVERSITY, FACULTY OF ENGINEERING","institution_ids":["https://openalex.org/I64925351"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I64925351"],"apc_list":null,"apc_paid":null,"fwci":0.5911,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.70807851,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":96},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.9994999766349792,"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":0.9994999766349792,"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":0.00019999999494757503,"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/T10320","display_name":"Neural Networks and Applications","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/deep-neural-network","display_name":"deep neural network","score":0.8019999861717224},{"id":"https://openalex.org/keywords/demand-forecasting","display_name":"demand forecasting","score":0.8349999785423279},{"id":"https://openalex.org/keywords/supply-chain-management","display_name":"supply chain management","score":0.8650000095367432},{"id":"https://openalex.org/keywords/exchange-rates","display_name":"exchange rates","score":0.8399999737739563},{"id":"https://openalex.org/keywords/gross-domestic-product","display_name":"gross domestic product","score":0.9869999885559082},{"id":"https://openalex.org/keywords/consumer-confidence-index","display_name":"consumer confidence index","score":0.9990000128746033},{"id":"https://openalex.org/keywords/consumer-price-index","display_name":"consumer price index","score":0.996999979019165}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6492444276809692},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38261398673057556},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.36916983127593994},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.33078187704086304},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3264698088169098},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.21202516555786133}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:dergipark.org.tr:article/669930","doi":null,"is_oa":true,"landing_page_url":"https://dergipark.org.tr/tr/pub/endustrimuhendisligi/issue/53786/669930","pdf_url":"https://dergipark.org.tr/tr/pub/endustrimuhendisligi/issue/53786/669930","source":{"id":"https://openalex.org/S4306401840","display_name":"DergiPark (Istanbul University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67581229","host_organization_name":"Istanbul University","host_organization_lineage":["https://openalex.org/I67581229"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:dergipark.org.tr:article/669930","doi":null,"is_oa":true,"landing_page_url":"https://dergipark.org.tr/tr/pub/endustrimuhendisligi/issue/53786/669930","pdf_url":"https://dergipark.org.tr/tr/pub/endustrimuhendisligi/issue/53786/669930","source":{"id":"https://openalex.org/S4306401840","display_name":"DergiPark (Istanbul University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67581229","host_organization_name":"Istanbul University","host_organization_lineage":["https://openalex.org/I67581229"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.428600013256073}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4297744463.pdf","grobid_xml":"https://content.openalex.org/works/W4297744463.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W1641696774","https://openalex.org/W1737103587","https://openalex.org/W1876581287","https://openalex.org/W1964812476","https://openalex.org/W1982946449","https://openalex.org/W1989583973","https://openalex.org/W1992880712","https://openalex.org/W2002501580","https://openalex.org/W2034810662","https://openalex.org/W2052851960","https://openalex.org/W2082436586","https://openalex.org/W2123594576","https://openalex.org/W2138706057","https://openalex.org/W2190154063","https://openalex.org/W2280088905","https://openalex.org/W2434187263","https://openalex.org/W2797694788","https://openalex.org/W2889967156","https://openalex.org/W2891787319","https://openalex.org/W2894776929","https://openalex.org/W2964121744","https://openalex.org/W4242462234"],"related_works":["https://openalex.org/W3042455071","https://openalex.org/W4298326111","https://openalex.org/W4226054206","https://openalex.org/W7005271004","https://openalex.org/W7127756076","https://openalex.org/W2977901170","https://openalex.org/W4298011307","https://openalex.org/W4400383722","https://openalex.org/W7028079549","https://openalex.org/W4400462707"],"abstract_inverted_index":{"Demand":[0],"prediction":[1,90,130],"in":[2,12],"the":[3,9,18,23,33,42,66,73,76,84,95,98,111],"supply":[4,24],"chain":[5,25],"process,":[6],"which":[7],"is":[8,15,32],"driving":[10],"force":[11],"all":[13,37,46],"decisions,":[14],"one":[16],"of":[17,22,27,36,65,69,97,103,113],"most":[19],"essential":[20],"components":[21],"process.Prediction":[26],"future":[28],"goods":[29],"and":[30,40,83,115],"services":[31],"starting":[34],"point":[35],"other":[38,47],"predictions":[39],"provides":[41],"primary":[43],"entry":[44],"to":[45,94],"functions.In":[48],"this":[49,122],"study,":[50],"an":[51],"8-layer":[52],"Deep":[53],"Neural":[54],"Network":[55],"(DNN)":[56],"model":[57,67],"was":[58,91,117],"recommended":[59],"for":[60],"automobile":[61,88],"sales":[62,89,129],"prediction.The":[63],"inputs":[64],"consist":[68],"features,":[70],"such":[71],"as":[72],"exchange":[74],"rate,":[75],"gross":[77],"domestic":[78],"product,":[79],"consumer":[80,85],"confidence":[81],"index,":[82],"price":[86],"index.The":[87],"made":[92],"according":[93],"output":[96],"model.We":[99],"analyzed":[100],"a":[101,107],"total":[102],"90":[104],"data":[105],"on":[106,127],"monthly":[108],"basis":[109],"between":[110],"years":[112],"2011":[114],"2018":[116],"collected.Obtained":[118],"results":[119],"show":[120],"that":[121],"approach":[123],"can":[124],"be":[125],"used":[126],"various":[128],"problems.":[131]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2022-09-30T00:00:00"}