{"id":"https://openalex.org/W2790314617","doi":"https://doi.org/10.1007/978-3-319-75193-1_18","title":"Efficient Hyperparameter Optimization in Convolutional Neural Networks by Learning Curves Prediction","display_name":"Efficient Hyperparameter Optimization in Convolutional Neural Networks by Learning Curves Prediction","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2790314617","doi":"https://doi.org/10.1007/978-3-319-75193-1_18","mag":"2790314617"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-319-75193-1_18","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-319-75193-1_18","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5004305509","display_name":"A. F. Cardona-Escobar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210141572","display_name":"Instituto Tecnol\u00f3gico Metropolitano","ror":"https://ror.org/03zb5p722","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210141572"]}],"countries":["CO"],"is_corresponding":true,"raw_author_name":"Andr\u00e9s F. Cardona-Escobar","raw_affiliation_strings":["Instituto Tecnol\u00f3gico Metropolitano, Medell\u00edn, Colombia"],"affiliations":[{"raw_affiliation_string":"Instituto Tecnol\u00f3gico Metropolitano, Medell\u00edn, Colombia","institution_ids":["https://openalex.org/I4210141572"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038618374","display_name":"Andr\u00e9s F. Giraldo-Forero","orcid":"https://orcid.org/0000-0003-3524-5502"},"institutions":[{"id":"https://openalex.org/I4210141572","display_name":"Instituto Tecnol\u00f3gico Metropolitano","ror":"https://ror.org/03zb5p722","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210141572"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Andr\u00e9s F. Giraldo-Forero","raw_affiliation_strings":["Instituto Tecnol\u00f3gico Metropolitano, Medell\u00edn, Colombia"],"affiliations":[{"raw_affiliation_string":"Instituto Tecnol\u00f3gico Metropolitano, Medell\u00edn, Colombia","institution_ids":["https://openalex.org/I4210141572"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073423262","display_name":"Andr\u00e9s Eduardo Castro-Ospina","orcid":"https://orcid.org/0000-0003-3893-1137"},"institutions":[{"id":"https://openalex.org/I4210141572","display_name":"Instituto Tecnol\u00f3gico Metropolitano","ror":"https://ror.org/03zb5p722","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210141572"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Andr\u00e9s E. Castro-Ospina","raw_affiliation_strings":["Instituto Tecnol\u00f3gico Metropolitano, Medell\u00edn, Colombia"],"affiliations":[{"raw_affiliation_string":"Instituto Tecnol\u00f3gico Metropolitano, Medell\u00edn, Colombia","institution_ids":["https://openalex.org/I4210141572"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074694144","display_name":"Jorge Jaramillo","orcid":"https://orcid.org/0000-0003-3195-7588"},"institutions":[{"id":"https://openalex.org/I152456871","display_name":"University of Caldas","ror":"https://ror.org/049n68p64","country_code":"CO","type":"education","lineage":["https://openalex.org/I152456871"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Jorge A. Jaramillo-Garz\u00f3n","raw_affiliation_strings":["Universidad de Caldas, Manizales, Colombia"],"affiliations":[{"raw_affiliation_string":"Universidad de Caldas, Manizales, Colombia","institution_ids":["https://openalex.org/I152456871"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5004305509"],"corresponding_institution_ids":["https://openalex.org/I4210141572"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":1.3594,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.83578104,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"143","last_page":"151"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9993000030517578,"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/T10320","display_name":"Neural Networks and Applications","score":0.9976999759674072,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/hyperparameter","display_name":"Hyperparameter","score":0.9583810567855835},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.811663806438446},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7431800365447998},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7183669805526733},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6547787189483643},{"id":"https://openalex.org/keywords/hyperparameter-optimization","display_name":"Hyperparameter optimization","score":0.6043277382850647},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5484372973442078},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.4562287926673889},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.43402785062789917},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4298180043697357},{"id":"https://openalex.org/keywords/parametric-statistics","display_name":"Parametric statistics","score":0.41481876373291016},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32324618101119995},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1113729476928711},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.09861156344413757},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09072276949882507}],"concepts":[{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.9583810567855835},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.811663806438446},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7431800365447998},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7183669805526733},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6547787189483643},{"id":"https://openalex.org/C10485038","wikidata":"https://www.wikidata.org/wiki/Q48996162","display_name":"Hyperparameter optimization","level":3,"score":0.6043277382850647},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5484372973442078},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.4562287926673889},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.43402785062789917},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4298180043697357},{"id":"https://openalex.org/C117251300","wikidata":"https://www.wikidata.org/wiki/Q1849855","display_name":"Parametric statistics","level":2,"score":0.41481876373291016},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32324618101119995},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1113729476928711},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.09861156344413757},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09072276949882507},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-319-75193-1_18","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-319-75193-1_18","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W154790888","https://openalex.org/W1981276685","https://openalex.org/W2012787632","https://openalex.org/W2059136964","https://openalex.org/W2097998348","https://openalex.org/W2101234009","https://openalex.org/W2109868644","https://openalex.org/W2131241448","https://openalex.org/W2138516811","https://openalex.org/W2143612262","https://openalex.org/W2156909104","https://openalex.org/W2163605009","https://openalex.org/W2167296824","https://openalex.org/W2266822037","https://openalex.org/W2282186389","https://openalex.org/W2963780177","https://openalex.org/W4230674625","https://openalex.org/W4232129301"],"related_works":["https://openalex.org/W2953665647","https://openalex.org/W4281646320","https://openalex.org/W4205712847","https://openalex.org/W3169687406","https://openalex.org/W1974336862","https://openalex.org/W4388119537","https://openalex.org/W3014750173","https://openalex.org/W3114025147","https://openalex.org/W4287818966","https://openalex.org/W3192751261"],"abstract_inverted_index":null,"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
