{"id":"https://openalex.org/W4214940600","doi":"https://doi.org/10.1007/s11227-022-04344-3","title":"Analysis on improving the application of machine learning in product development","display_name":"Analysis on improving the application of machine learning in product development","publication_year":2022,"publication_date":"2022-03-04","ids":{"openalex":"https://openalex.org/W4214940600","doi":"https://doi.org/10.1007/s11227-022-04344-3"},"language":"en","primary_location":{"id":"doi:10.1007/s11227-022-04344-3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11227-022-04344-3","pdf_url":null,"source":{"id":"https://openalex.org/S32326811","display_name":"The Journal of Supercomputing","issn_l":"0920-8542","issn":["0920-8542","1573-0484"],"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":"The Journal of Supercomputing","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/A5101758878","display_name":"Yu-Teng Chang","orcid":"https://orcid.org/0000-0002-7769-2194"},"institutions":[{"id":"https://openalex.org/I13521601","display_name":"Yu Da University","ror":"https://ror.org/03bej0y93","country_code":"TW","type":"education","lineage":["https://openalex.org/I13521601"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Yu-Teng Chang","raw_affiliation_strings":["Department of Information Management, Yu Da University of Science and Technology, Miaoli, 36143, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Management, Yu Da University of Science and Technology, Miaoli, 36143, Taiwan","institution_ids":["https://openalex.org/I13521601"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050666871","display_name":"Hui-Ru Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I13521601","display_name":"Yu Da University","ror":"https://ror.org/03bej0y93","country_code":"TW","type":"education","lineage":["https://openalex.org/I13521601"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hui-Ru Yang","raw_affiliation_strings":["Department of Information Management, Yu Da University of Science and Technology, Miaoli, 36143, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Management, Yu Da University of Science and Technology, Miaoli, 36143, Taiwan","institution_ids":["https://openalex.org/I13521601"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068618830","display_name":"Chien\u2010Ming Chen","orcid":"https://orcid.org/0000-0002-6502-472X"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chien-Ming Chen","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, 266590, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, 266590, China","institution_ids":["https://openalex.org/I80143920"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5101758878"],"corresponding_institution_ids":["https://openalex.org/I13521601"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":1.1923,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.80307573,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"78","issue":"10","first_page":"12435","last_page":"12460"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14182","display_name":"Technology-Enhanced Education Studies","score":0.9896000027656555,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T14182","display_name":"Technology-Enhanced Education Studies","score":0.9896000027656555,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"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/T10763","display_name":"Digital Transformation in Industry","score":0.9771999716758728,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/computer-science","display_name":"Computer science","score":0.8263078331947327},{"id":"https://openalex.org/keywords/competitor-analysis","display_name":"Competitor analysis","score":0.8110270500183105},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.6220641136169434},{"id":"https://openalex.org/keywords/new-product-development","display_name":"New product development","score":0.6098570823669434},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5254292488098145},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.4624078571796417},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.4475003778934479},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.44312572479248047},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3842005133628845},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37741830945014954},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33598971366882324},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.32519984245300293},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.15698593854904175}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8263078331947327},{"id":"https://openalex.org/C127576917","wikidata":"https://www.wikidata.org/wiki/Q624630","display_name":"Competitor analysis","level":2,"score":0.8110270500183105},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.6220641136169434},{"id":"https://openalex.org/C19351080","wikidata":"https://www.wikidata.org/wiki/Q1395034","display_name":"New product development","level":2,"score":0.6098570823669434},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5254292488098145},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.4624078571796417},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.4475003778934479},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.44312572479248047},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3842005133628845},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37741830945014954},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33598971366882324},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.32519984245300293},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.15698593854904175},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11227-022-04344-3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11227-022-04344-3","pdf_url":null,"source":{"id":"https://openalex.org/S32326811","display_name":"The Journal of Supercomputing","issn_l":"0920-8542","issn":["0920-8542","1573-0484"],"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":"The Journal of Supercomputing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1165181636","https://openalex.org/W1633238956","https://openalex.org/W1851202668","https://openalex.org/W2015481144","https://openalex.org/W2020064555","https://openalex.org/W2062629890","https://openalex.org/W2143846149","https://openalex.org/W2147513651","https://openalex.org/W2334432780","https://openalex.org/W2473476112","https://openalex.org/W2575891491","https://openalex.org/W2626994400","https://openalex.org/W2799557147","https://openalex.org/W2950446185","https://openalex.org/W2975368887","https://openalex.org/W2979906316","https://openalex.org/W2991061987","https://openalex.org/W2996131224","https://openalex.org/W2997558642","https://openalex.org/W3050413979","https://openalex.org/W3111762745","https://openalex.org/W3123869293","https://openalex.org/W4233671654","https://openalex.org/W4239844684","https://openalex.org/W4245137558","https://openalex.org/W4255001158"],"related_works":["https://openalex.org/W2358804928","https://openalex.org/W4225710828","https://openalex.org/W1998528887","https://openalex.org/W2861933770","https://openalex.org/W1601893083","https://openalex.org/W4323294312","https://openalex.org/W4366990902","https://openalex.org/W4317732970","https://openalex.org/W4313289487","https://openalex.org/W4321636153"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2025-10-10T00:00:00"}
