{"id":"https://openalex.org/W7055811588","doi":null,"title":"Development of a deep learning system for hummed melody identification for BertsoBot","display_name":"Development of a deep learning system for hummed melody identification for BertsoBot","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W7055811588"},"language":"en","primary_location":{"id":"pmh:oai:addi.ehu.es:10810/46886","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/10810/46886","pdf_url":"http://hdl.handle.net/10810/46886","source":{"id":"https://openalex.org/S4306401964","display_name":"Communities in ADDI (University of the Basque Country)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I169108374","host_organization_name":"University of the Basque Country","host_organization_lineage":["https://openalex.org/I169108374"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/masterThesis"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/10810/46886","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Alkorta Zabaleta, Asier","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Alkorta Zabaleta, Asier","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":1.0,"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"}},{"id":"https://openalex.org/T10201","display_name":"Speech Recognition and Synthesis","score":0.0,"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/T11349","display_name":"Music Technology and Sound Studies","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1210","display_name":"Music"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/spectrogram","display_name":"spectrogram","score":0.5120000243186951},{"id":"https://openalex.org/keywords/transfer-learning","display_name":"transfer learning","score":0.8899999856948853},{"id":"https://openalex.org/keywords/data-augmentation","display_name":"data augmentation","score":0.9980000257492065},{"id":"https://openalex.org/keywords/densenet","display_name":"DenseNet","score":0.8830000162124634},{"id":"https://openalex.org/keywords/audio-classification","display_name":"audio classification","score":0.6420000195503235}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7907999753952026},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7649999856948853},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7282000184059143},{"id":"https://openalex.org/C45273575","wikidata":"https://www.wikidata.org/wiki/Q578970","display_name":"Spectrogram","level":2,"score":0.6564000248908997},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6438000202178955},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.6385999917984009},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5662000179290771},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5652999877929688},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5460000038146973},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4950999915599823},{"id":"https://openalex.org/C2776542497","wikidata":"https://www.wikidata.org/wiki/Q5266672","display_name":"Development (topology)","level":2,"score":0.3325999975204468},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.32249999046325684},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.3034999966621399},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.29829999804496765},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.29679998755455017},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.26409998536109924},{"id":"https://openalex.org/C58973888","wikidata":"https://www.wikidata.org/wiki/Q1041418","display_name":"Semi-supervised learning","level":2,"score":0.25920000672340393},{"id":"https://openalex.org/C119247159","wikidata":"https://www.wikidata.org/wiki/Q1366192","display_name":"System identification","level":3,"score":0.2563999891281128},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.2554999887943268},{"id":"https://openalex.org/C40506919","wikidata":"https://www.wikidata.org/wiki/Q7452469","display_name":"Sequence learning","level":2,"score":0.2549000084400177}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:addi.ehu.es:10810/46886","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/10810/46886","pdf_url":"http://hdl.handle.net/10810/46886","source":{"id":"https://openalex.org/S4306401964","display_name":"Communities in ADDI (University of the Basque Country)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I169108374","host_organization_name":"University of the Basque Country","host_organization_lineage":["https://openalex.org/I169108374"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/masterThesis"},{"id":"pmh:oai:dnet:addi________::958ea02cb86d56dbb34a2e93fdc913d4","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/10810/46886","pdf_url":null,"source":{"id":"https://openalex.org/S4306402641","display_name":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Cient\u00edficas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4383465926","host_organization_name":"LA Referencia","host_organization_lineage":["https://openalex.org/I4383465926"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/masterThesis"},{"id":"pmh:oai:hispana.mcu.es:60855786","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/10810/46886","pdf_url":null,"source":{"id":"https://openalex.org/S4377196108","display_name":"Hispana","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/masterThesis"}],"best_oa_location":{"id":"pmh:oai:addi.ehu.es:10810/46886","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/10810/46886","pdf_url":"http://hdl.handle.net/10810/46886","source":{"id":"https://openalex.org/S4306401964","display_name":"Communities in ADDI (University of the Basque Country)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I169108374","host_organization_name":"University of the Basque Country","host_organization_lineage":["https://openalex.org/I169108374"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/masterThesis"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7055811588.pdf","grobid_xml":"https://content.openalex.org/works/W7055811588.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W1605444579","https://openalex.org/W1964177265","https://openalex.org/W1995341919","https://openalex.org/W2013328967","https://openalex.org/W2033633136","https://openalex.org/W2038678505","https://openalex.org/W2040870580","https://openalex.org/W2103212315","https://openalex.org/W2120480077","https://openalex.org/W2134616619","https://openalex.org/W2136922672","https://openalex.org/W2138358979","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2531409750","https://openalex.org/W2598207902","https://openalex.org/W2736941579","https://openalex.org/W2747664154","https://openalex.org/W2963163009","https://openalex.org/W2963446712","https://openalex.org/W4256479478"],"related_works":["https://openalex.org/W2902480954","https://openalex.org/W2057052076","https://openalex.org/W3190413508","https://openalex.org/W6894131563","https://openalex.org/W2920942922","https://openalex.org/W3200338174","https://openalex.org/W1521419984","https://openalex.org/W7096666839","https://openalex.org/W7204439033","https://openalex.org/W7135612353"],"abstract_inverted_index":{"The":[0,14,63],"system":[1],"introduced":[2],"in":[3,54,66,96],"this":[4,67,73,97],"work":[5,71],"tries":[6],"to":[7,36,56],"solve":[8],"the":[9,21,24,45,58,61,79,91],"problem":[10],"of":[11,23,26,60,81],"melody":[12,28],"classification.":[13],"proposed":[15],"approach":[16],"is":[17,49],"based":[18],"on":[19,72,78],"extracting":[20],"spectrogram":[22],"audio":[25],"each":[27],"and":[29],"then":[30],"using":[31],"deep":[32],"supervised":[33],"learning":[34],"approaches":[35],"classify":[37],"them":[38],"into":[39],"categories.":[40],"As":[41],"found":[42],"out":[43],"experimentally,":[44],"Transfer":[46],"Learning":[47,84],"technique":[48],"required":[50],"alongside":[51],"Data":[52],"Augmentation":[53],"order":[55],"improve":[57],"accuracy":[59],"system.":[62],"results":[64],"shown":[65],"thesis,":[68],"focus":[69],"further":[70],"field":[74],"by":[75],"providing":[76],"insight":[77],"performance":[80],"different":[82],"tested":[83],"Models.":[85],"Overall,":[86],"DenseNets":[87],"have":[88],"proved":[89],"themselves":[90],"best":[92],"architectures":[93],"o":[94],"use":[95],"context":[98],"reaching":[99],"a":[100],"significant":[101],"prediction":[102],"accuracy.":[103]},"counts_by_year":[],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2025-10-10T00:00:00"}
