{"id":"https://openalex.org/W2120013170","doi":"https://doi.org/10.1109/icpr.2008.4761812","title":"A systematic solution for the NN3 Forecasting Competition problem based on an ensemble of MLP neural networks","display_name":"A systematic solution for the NN3 Forecasting Competition problem based on an ensemble of MLP neural networks","publication_year":2008,"publication_date":"2008-12-01","ids":{"openalex":"https://openalex.org/W2120013170","doi":"https://doi.org/10.1109/icpr.2008.4761812","mag":"2120013170"},"language":"en","primary_location":{"id":"doi:10.1109/icpr.2008.4761812","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpr.2008.4761812","pdf_url":null,"source":{"id":"https://openalex.org/S4393916651","display_name":"Proceedings - International Conference on Pattern Recognition/Proceedings/International Conference on Pattern Recognition","issn_l":"1041-3278","issn":["1041-3278","1051-4651"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2008 19th International Conference on Pattern Recognition","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/A5049204941","display_name":"Paulo J. L. Adeodato","orcid":"https://orcid.org/0000-0002-0406-2474"},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]},{"id":"https://openalex.org/I71437568","display_name":"Universidade de Pernambuco","ror":"https://ror.org/00gtcbp88","country_code":"BR","type":"education","lineage":["https://openalex.org/I71437568"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"P. J. L. Adeodato","raw_affiliation_strings":["NeuroTech Limited and Center for Informatics, Federal University of Pernambuco (UFPE), Recife, Brazil","NeuroTech Ltd. & Center for Inf., Fed. Univ. of Pernambuco, Recife"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NeuroTech Limited and Center for Informatics, Federal University of Pernambuco (UFPE), Recife, Brazil","institution_ids":["https://openalex.org/I25112270"]},{"raw_affiliation_string":"NeuroTech Ltd. & Center for Inf., Fed. Univ. of Pernambuco, Recife","institution_ids":["https://openalex.org/I71437568"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083952644","display_name":"Germano C. Vasconcelos","orcid":"https://orcid.org/0000-0002-1899-1506"},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]},{"id":"https://openalex.org/I71437568","display_name":"Universidade de Pernambuco","ror":"https://ror.org/00gtcbp88","country_code":"BR","type":"education","lineage":["https://openalex.org/I71437568"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"G. C. Vasconcelos","raw_affiliation_strings":["NeuroTech Limited and Center for Informatics, Federal University of Pernambuco (UFPE), Recife, Brazil","NeuroTech Ltd. & Center for Inf., Fed. Univ. of Pernambuco, Recife"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NeuroTech Limited and Center for Informatics, Federal University of Pernambuco (UFPE), Recife, Brazil","institution_ids":["https://openalex.org/I25112270"]},{"raw_affiliation_string":"NeuroTech Ltd. & Center for Inf., Fed. Univ. of Pernambuco, Recife","institution_ids":["https://openalex.org/I71437568"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109179955","display_name":"Adrian L. Arnaud","orcid":null},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]},{"id":"https://openalex.org/I71437568","display_name":"Universidade de Pernambuco","ror":"https://ror.org/00gtcbp88","country_code":"BR","type":"education","lineage":["https://openalex.org/I71437568"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"A. L. Arnaud","raw_affiliation_strings":["NeuroTech Limited and Center for Informatics, Federal University of Pernambuco (UFPE), Recife, Brazil","NeuroTech Ltd. & Center for Inf., Fed. Univ. of Pernambuco, Recife"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NeuroTech Limited and Center for Informatics, Federal University of Pernambuco (UFPE), Recife, Brazil","institution_ids":["https://openalex.org/I25112270"]},{"raw_affiliation_string":"NeuroTech Ltd. & Center for Inf., Fed. Univ. of Pernambuco, Recife","institution_ids":["https://openalex.org/I71437568"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035312329","display_name":"Rodrigo C.L.V. Cunha","orcid":null},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]},{"id":"https://openalex.org/I71437568","display_name":"Universidade de Pernambuco","ror":"https://ror.org/00gtcbp88","country_code":"BR","type":"education","lineage":["https://openalex.org/I71437568"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"R. C. L. V. Cunha","raw_affiliation_strings":["NeuroTech Limited and Center for Informatics, Federal University of Pernambuco (UFPE), Recife, Brazil","NeuroTech Ltd. & Center for Inf., Fed. Univ. of Pernambuco, Recife"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NeuroTech Limited and Center for Informatics, Federal University of Pernambuco (UFPE), Recife, Brazil","institution_ids":["https://openalex.org/I25112270"]},{"raw_affiliation_string":"NeuroTech Ltd. & Center for Inf., Fed. Univ. of Pernambuco, Recife","institution_ids":["https://openalex.org/I71437568"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041377376","display_name":"Domingos S. M. P. Monteiro","orcid":null},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]},{"id":"https://openalex.org/I71437568","display_name":"Universidade de Pernambuco","ror":"https://ror.org/00gtcbp88","country_code":"BR","type":"education","lineage":["https://openalex.org/I71437568"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"D. S. M. P. Monteiro","raw_affiliation_strings":["NeuroTech Limited and Center for Informatics, Federal University of Pernambuco (UFPE), Recife, Brazil","NeuroTech Ltd. & Center for Inf., Fed. Univ. of Pernambuco, Recife"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NeuroTech Limited and Center for Informatics, Federal University of Pernambuco (UFPE), Recife, Brazil","institution_ids":["https://openalex.org/I25112270"]},{"raw_affiliation_string":"NeuroTech Ltd. & Center for Inf., Fed. Univ. of Pernambuco, Recife","institution_ids":["https://openalex.org/I71437568"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9675,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.75325006,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":93},"biblio":{"volume":"24","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9983999729156494,"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/T11326","display_name":"Stock Market Forecasting Methods","score":0.9983999729156494,"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":0.9926999807357788,"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":0.9872000217437744,"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/artificial-neural-network","display_name":"Artificial neural network","score":0.6688289046287537},{"id":"https://openalex.org/keywords/competition","display_name":"Competition (biology)","score":0.6625257134437561},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5738999843597412},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5533198118209839},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.5497442483901978},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.5424950122833252},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45183950662612915},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3452926278114319}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6688289046287537},{"id":"https://openalex.org/C91306197","wikidata":"https://www.wikidata.org/wiki/Q45767","display_name":"Competition (biology)","level":2,"score":0.6625257134437561},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5738999843597412},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5533198118209839},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.5497442483901978},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.5424950122833252},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45183950662612915},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3452926278114319},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","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/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icpr.2008.4761812","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpr.2008.4761812","pdf_url":null,"source":{"id":"https://openalex.org/S4393916651","display_name":"Proceedings - International Conference on Pattern Recognition/Proceedings/International Conference on Pattern Recognition","issn_l":"1041-3278","issn":["1041-3278","1051-4651"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2008 19th International Conference on Pattern Recognition","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.214.3202","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.214.3202","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://figment.cse.usf.edu/~sfefilat/data/papers/WeAT9.50.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W128149963","https://openalex.org/W1509168122","https://openalex.org/W1586335931","https://openalex.org/W1629040618","https://openalex.org/W1972041576","https://openalex.org/W2006343380","https://openalex.org/W2065902930","https://openalex.org/W2124290836","https://openalex.org/W2124776405","https://openalex.org/W2136772527","https://openalex.org/W2137983211","https://openalex.org/W2313953460","https://openalex.org/W2592023122","https://openalex.org/W3146803896","https://openalex.org/W4249333974","https://openalex.org/W6831122023"],"related_works":["https://openalex.org/W1919101720","https://openalex.org/W4390822878","https://openalex.org/W96888382","https://openalex.org/W4386126592","https://openalex.org/W2041308758","https://openalex.org/W2119012848","https://openalex.org/W2622688551","https://openalex.org/W1550175370","https://openalex.org/W3146111732","https://openalex.org/W1990205660"],"abstract_inverted_index":{"This":[0,27],"work":[1],"presents":[2],"an":[3],"award":[4],"winning":[5],"approach":[6,28],"for":[7,39],"solving":[8],"the":[9,32,54,59],"NN3":[10],"forecasting":[11],"competition":[12,60],"problem.":[13],"It":[14],"consisted":[15],"of":[16,21,30,35,58],"predicting":[17,40],"18":[18],"future":[19],"values":[20],"111":[22],"monthly":[23],"short":[24],"time":[25,42],"series.":[26,43],"consists":[29],"applying":[31],"median":[33],"value":[34],"a":[36,62],"15-MLP":[37],"ensemble":[38],"each":[41],"The":[44],"system":[45],"performed":[46],"very":[47],"well":[48],"on":[49],"test":[50],"data,":[51],"finishing":[52],"as":[53],"second":[55],"best":[56],"solution":[57],"with":[61],"SMAPE=16.17%.":[63]},"counts_by_year":[{"year":2020,"cited_by_count":1}],"updated_date":"2026-08-26T07:47:46.906454","created_date":"2025-10-10T00:00:00"}
