{"id":"https://openalex.org/W1505365525","doi":"https://doi.org/10.28945/599","title":"Data Quality in Linear Regression Models: Effect of Errors in Test Data and Errors in Training Data on Predictive Accuracy","display_name":"Data Quality in Linear Regression Models: Effect of Errors in Test Data and Errors in Training Data on Predictive Accuracy","publication_year":1999,"publication_date":"1999-01-01","ids":{"openalex":"https://openalex.org/W1505365525","doi":"https://doi.org/10.28945/599","mag":"1505365525"},"language":"en","primary_location":{"id":"doi:10.28945/599","is_oa":true,"landing_page_url":"https://doi.org/10.28945/599","pdf_url":"http://www.inform.nu/Articles/Vol2/v2n2p33-43.pdf","source":{"id":"https://openalex.org/S2736881203","display_name":"Informing Science The International Journal of an Emerging Transdiscipline","issn_l":"1521-4672","issn":["1521-4672","1547-9684","1547-9692"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315806","host_organization_name":"Informing Science Institute","host_organization_lineage":["https://openalex.org/P4310315806"],"host_organization_lineage_names":["Informing Science Institute"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informing Science: The International Journal of an Emerging Transdiscipline","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"http://www.inform.nu/Articles/Vol2/v2n2p33-43.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056374180","display_name":"Barbara Klein","orcid":"https://orcid.org/0000-0002-7280-0125"},"institutions":[{"id":"https://openalex.org/I4210130704","display_name":"University of Michigan\u2013Dearborn","ror":"https://ror.org/035wtm547","country_code":"US","type":"education","lineage":["https://openalex.org/I4210130704"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Barbara D. Klein","raw_affiliation_strings":["University of MIchigan-Dearborn USA","Business - Management Studies"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of MIchigan-Dearborn USA","institution_ids":["https://openalex.org/I4210130704"]},{"raw_affiliation_string":"Business - Management Studies","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004887663","display_name":"Donald F. Rossin","orcid":null},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]},{"id":"https://openalex.org/I4210130704","display_name":"University of Michigan\u2013Dearborn","ror":"https://ror.org/035wtm547","country_code":"US","type":"education","lineage":["https://openalex.org/I4210130704"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Donald Rossin","raw_affiliation_strings":["University of MIchigan-Dearborn USA","University of Michigan\u2014Dearborn#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of MIchigan-Dearborn USA","institution_ids":["https://openalex.org/I4210130704"]},{"raw_affiliation_string":"University of Michigan\u2014Dearborn#TAB#","institution_ids":["https://openalex.org/I27837315"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.12430939,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"2","issue":null,"first_page":"033","last_page":"043"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9860000014305115,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9860000014305115,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9854999780654907,"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/T11918","display_name":"Forecasting Techniques and Applications","score":0.9779999852180481,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/linear-regression","display_name":"Linear regression","score":0.5874270796775818},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5426952242851257},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.49103879928588867},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4859253466129303},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.4589979648590088},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.4459095895290375},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.4419997036457062},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.4274522662162781},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.42724689841270447},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.4220551550388336},{"id":"https://openalex.org/keywords/test-data","display_name":"Test data","score":0.4122579097747803},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.408372163772583},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3387499451637268},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2767661213874817},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06865021586418152}],"concepts":[{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.5874270796775818},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5426952242851257},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.49103879928588867},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4859253466129303},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.4589979648590088},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.4459095895290375},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.4419997036457062},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.4274522662162781},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.42724689841270447},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.4220551550388336},{"id":"https://openalex.org/C16910744","wikidata":"https://www.wikidata.org/wiki/Q7705759","display_name":"Test data","level":2,"score":0.4122579097747803},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.408372163772583},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3387499451637268},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2767661213874817},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06865021586418152},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.28945/599","is_oa":true,"landing_page_url":"https://doi.org/10.28945/599","pdf_url":"http://www.inform.nu/Articles/Vol2/v2n2p33-43.pdf","source":{"id":"https://openalex.org/S2736881203","display_name":"Informing Science The International Journal of an Emerging Transdiscipline","issn_l":"1521-4672","issn":["1521-4672","1547-9684","1547-9692"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315806","host_organization_name":"Informing Science Institute","host_organization_lineage":["https://openalex.org/P4310315806"],"host_organization_lineage_names":["Informing Science Institute"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informing Science: The International Journal of an Emerging Transdiscipline","raw_type":"journal-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.195.6863","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.195.6863","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://inform.nu/Articles/Vol2/v2n2p33-43.pdf","raw_type":"text"}],"best_oa_location":{"id":"doi:10.28945/599","is_oa":true,"landing_page_url":"https://doi.org/10.28945/599","pdf_url":"http://www.inform.nu/Articles/Vol2/v2n2p33-43.pdf","source":{"id":"https://openalex.org/S2736881203","display_name":"Informing Science The International Journal of an Emerging Transdiscipline","issn_l":"1521-4672","issn":["1521-4672","1547-9684","1547-9692"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315806","host_organization_name":"Informing Science Institute","host_organization_lineage":["https://openalex.org/P4310315806"],"host_organization_lineage_names":["Informing Science Institute"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informing Science: The International Journal of an Emerging Transdiscipline","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1505365525.pdf","grobid_xml":"https://content.openalex.org/works/W1505365525.grobid-xml"},"referenced_works_count":61,"referenced_works":["https://openalex.org/W74666179","https://openalex.org/W99107143","https://openalex.org/W1481105534","https://openalex.org/W1481628372","https://openalex.org/W1484727516","https://openalex.org/W1567491469","https://openalex.org/W1573753851","https://openalex.org/W1964831677","https://openalex.org/W1982933110","https://openalex.org/W1986525510","https://openalex.org/W1991982874","https://openalex.org/W1994372593","https://openalex.org/W1994462700","https://openalex.org/W2002699156","https://openalex.org/W2004508127","https://openalex.org/W2034334856","https://openalex.org/W2046977065","https://openalex.org/W2050749255","https://openalex.org/W2061359329","https://openalex.org/W2063470452","https://openalex.org/W2067057029","https://openalex.org/W2072799098","https://openalex.org/W2088022181","https://openalex.org/W2089080042","https://openalex.org/W2090453846","https://openalex.org/W2092342745","https://openalex.org/W2097140185","https://openalex.org/W2110110988","https://openalex.org/W2112338634","https://openalex.org/W2114821705","https://openalex.org/W2128475248","https://openalex.org/W2128859147","https://openalex.org/W2129199667","https://openalex.org/W2132286633","https://openalex.org/W2133824694","https://openalex.org/W2161826494","https://openalex.org/W2162240164","https://openalex.org/W2162848971","https://openalex.org/W2165559086","https://openalex.org/W2335587011","https://openalex.org/W2386546209","https://openalex.org/W3123626001","https://openalex.org/W3125354470","https://openalex.org/W3125396854","https://openalex.org/W4213240862","https://openalex.org/W4214487318","https://openalex.org/W4234272051","https://openalex.org/W4250709376","https://openalex.org/W4251813311","https://openalex.org/W4291114417","https://openalex.org/W4302560675","https://openalex.org/W6604032258","https://openalex.org/W6629077252","https://openalex.org/W6634382437","https://openalex.org/W6662237943","https://openalex.org/W6663273673","https://openalex.org/W6676946818","https://openalex.org/W6678018357","https://openalex.org/W6678866258","https://openalex.org/W6758885725","https://openalex.org/W7054784225"],"related_works":["https://openalex.org/W2375721435","https://openalex.org/W2060912888","https://openalex.org/W2184922845","https://openalex.org/W2738033194","https://openalex.org/W4290879003","https://openalex.org/W3122861356","https://openalex.org/W2018697919","https://openalex.org/W2062105804","https://openalex.org/W247449116","https://openalex.org/W2325374573"],"abstract_inverted_index":{"An":[0],"international":[1],"association":[2],"advancing":[3],"the":[4,13,25],"multidisciplinary":[5],"study":[6],"of":[7,22,27],"informing":[8,28],"systems.":[9],"Founded":[10],"in":[11],"1998,":[12],"Informing":[14],"Science":[15],"Institute":[16],"(ISI)":[17],"is":[18],"a":[19],"global":[20],"community":[21],"academics":[23],"shaping":[24],"future":[26],"science.":[29]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2014,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}