{"id":"https://openalex.org/W60005148","doi":null,"title":"Beyond predictive accuracy : what?","display_name":"Beyond predictive accuracy : what?","publication_year":1998,"publication_date":"1998-01-01","ids":{"openalex":"https://openalex.org/W60005148","mag":"60005148"},"language":"en","primary_location":{"id":"pmh:oai:CiteSeerX.psu:10.1.1.51.6231","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.51.6231","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ftp://ftp.cs.bris.ac.uk/pub/users/cgc/ECML98/giraud-carrier.ps.Z","raw_type":"text"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"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/A5001363421","display_name":"Christophe G. Giraud-Carrier","orcid":"https://orcid.org/0000-0002-4129-3239","observed_orcids":["https://orcid.org/0000-0002-4129-3239"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Christophe Giraud-Carrier","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-4129-3239","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5001363421"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.00975015,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":98},"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/T10136","display_name":"Statistical Methods and Inference","score":0.3840000033378601,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10136","display_name":"Statistical Methods and Inference","score":0.3840000033378601,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.29760000109672546,"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"}},{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.03200000151991844,"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/model-selection","display_name":"model selection","score":0.8629999756813049},{"id":"https://openalex.org/keywords/prediction-accuracy","display_name":"prediction accuracy","score":0.8109999895095825},{"id":"https://openalex.org/keywords/model-selection-criteria","display_name":"model selection criteria","score":0.5460000038146973}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43019038438796997},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32878848910331726}],"mesh":[],"locations_count":5,"locations":[{"id":"pmh:oai:CiteSeerX.psu:10.1.1.51.6231","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.51.6231","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ftp://ftp.cs.bris.ac.uk/pub/users/cgc/ECML98/giraud-carrier.ps.Z","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.60.7588","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.60.7588","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.bris.ac.uk/Publications/Papers/1000257.pdf","raw_type":"text"},{"id":"pmh:oai:research-information.bris.ac.uk:openaire_cris_publications/89989f9f-d353-48fa-a435-b7ec341ff0a9","doi":null,"is_oa":false,"landing_page_url":"https://research-information.bris.ac.uk/en/publications/89989f9f-d353-48fa-a435-b7ec341ff0a9","pdf_url":null,"source":{"id":"https://openalex.org/S4306400895","display_name":"Bristol Research (University of Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I36234482","host_organization_name":"University of Bristol","host_organization_lineage":["https://openalex.org/I36234482"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Giraud-Carrier, C 1998, Beyond Predictive Accuracy: What? . in Unknown. Technical University of Chemnitz, pp. 78 - 85. < http://www.cs.bris.ac.uk/Tools/Reports/Abstracts/1998-giraudcarrier-0.html >","raw_type":"contributionToPeriodical"},{"id":"pmh:oai:research-information.bris.ac.uk:openaire_cris_publications/cff41a51-be17-4789-9f51-32b46458206e","doi":null,"is_oa":false,"landing_page_url":"https://research-information.bris.ac.uk/en/publications/cff41a51-be17-4789-9f51-32b46458206e","pdf_url":null,"source":{"id":"https://openalex.org/S4306400895","display_name":"Bristol Research (University of Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I36234482","host_organization_name":"University of Bristol","host_organization_lineage":["https://openalex.org/I36234482"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Giraud-Carrier, CG 1998, Beyond predictive accuracy: what? in ECML'98 Workshop Notes - Upgrading Learning to the Meta-Level: Model Selection and Data Transformation. pp. 78 - 85.","raw_type":"contributionToPeriodical"},{"id":"mag:60005148","doi":null,"is_oa":false,"landing_page_url":"http://ci.nii.ac.jp/naid/10000111894","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W118425151","https://openalex.org/W2992557556","https://openalex.org/W7099036714","https://openalex.org/W7214259206","https://openalex.org/W1905464286","https://openalex.org/W7095611642","https://openalex.org/W2290768602","https://openalex.org/W7113687163","https://openalex.org/W7098416743","https://openalex.org/W7028529531"],"abstract_inverted_index":{"...":[0],"This":[1],"paper":[2],"presents":[3],"a":[4],"number":[5],"of":[6],"such":[7],"criteria":[8],"and":[9],"discusses":[10],"the":[11],"impact":[12],"they":[13],"have":[14],"on":[15],"meta-level":[16],"approaches":[17],"to":[18],"model":[19],"selection.":[20]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2019,"cited_by_count":2},{"year":2017,"cited_by_count":5},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":3},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-11-03T10:50:19.383937","created_date":"2016-06-24T00:00:00"}