{"id":"https://openalex.org/W4385241990","doi":"https://doi.org/10.1007/978-3-031-37649-8_3","title":"Predicting Music Using Machine Learning","display_name":"Predicting Music Using Machine Learning","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4385241990","doi":"https://doi.org/10.1007/978-3-031-37649-8_3"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-37649-8_3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-37649-8_3","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-37649-8_3.pdf","source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3370","issn":["2367-3370","2367-3389"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-37649-8_3.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085934133","display_name":"Aishwarya Asesh","orcid":null},"institutions":[{"id":"https://openalex.org/I223532165","display_name":"University of Utah","ror":"https://ror.org/03r0ha626","country_code":"US","type":"education","lineage":["https://openalex.org/I223532165"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Aishwarya Asesh","raw_affiliation_strings":["University of Utah, Salt Lake City, USA"],"affiliations":[{"raw_affiliation_string":"University of Utah, Salt Lake City, USA","institution_ids":["https://openalex.org/I223532165"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5085934133"],"corresponding_institution_ids":["https://openalex.org/I223532165"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.26313131,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"26","last_page":"34"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9998999834060669,"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":0.9998999834060669,"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/T11349","display_name":"Music Technology and Sound Studies","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10788","display_name":"Neuroscience and Music Perception","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7329108119010925},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5834662318229675},{"id":"https://openalex.org/keywords/hidden-markov-model","display_name":"Hidden Markov model","score":0.48799389600753784},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4501861333847046},{"id":"https://openalex.org/keywords/tone","display_name":"Tone (literature)","score":0.4373885989189148},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.43242147564888},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.41273102164268494},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4005897641181946}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7329108119010925},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5834662318229675},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.48799389600753784},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4501861333847046},{"id":"https://openalex.org/C2780583480","wikidata":"https://www.wikidata.org/wiki/Q1366327","display_name":"Tone (literature)","level":2,"score":0.4373885989189148},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.43242147564888},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.41273102164268494},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4005897641181946},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-37649-8_3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-37649-8_3","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-37649-8_3.pdf","source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3370","issn":["2367-3370","2367-3389"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/978-3-031-37649-8_3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-37649-8_3","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-37649-8_3.pdf","source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3370","issn":["2367-3370","2367-3389"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"},"sustainable_development_goals":[{"score":0.7400000095367432,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4385241990.pdf"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W2982753834","https://openalex.org/W3080462905","https://openalex.org/W3119942430","https://openalex.org/W3156295478","https://openalex.org/W3169291081","https://openalex.org/W3201135806","https://openalex.org/W3208422707"],"related_works":["https://openalex.org/W2053269318","https://openalex.org/W2136763963","https://openalex.org/W2109705048","https://openalex.org/W2940588515","https://openalex.org/W1909151225","https://openalex.org/W3184123547","https://openalex.org/W2160030256","https://openalex.org/W4253235840","https://openalex.org/W3151937861","https://openalex.org/W2488941600"],"abstract_inverted_index":{"Abstract":[0],"The":[1,49],"intricate":[2],"temporally":[3],"prolonged":[4],"sequences":[5],"seen":[6],"in":[7,31,73,111],"music":[8,36,96],"make":[9],"it":[10],"a":[11,59],"perfect":[12],"environment":[13],"for":[14],"the":[15,27,71],"study":[16],"of":[17,26,91],"prediction.":[18],"Melody,":[19],"harmony,":[20],"and":[21,46,75,116],"rhythm":[22],"are":[23],"three":[24],"examples":[25],"structural":[28,41],"elements":[29],"found":[30],"music.":[32],"This":[33,87],"research":[34],"incorporates":[35],"excerpts":[37],"prediction":[38,74],"by":[39,56,106],"understanding":[40],"details":[42],"using":[43,99],"Markov":[44],"chain":[45],"LSTM":[47],"models.":[48],"novel":[50],"approach":[51],"compares":[52],"to":[53],"state-of-the-art":[54],"algorithms":[55],"predicting":[57],"how":[58],"musical":[60],"excerpt":[61],"would":[62],"continue":[63],"after":[64],"being":[65],"given":[66],"as":[67],"input.":[68],"To":[69],"compare":[70],"variations":[72],"learning,":[76,113],"different":[77,81],"learning":[78],"models":[79],"with":[80,108],"input":[82],"feature":[83],"representations":[84],"were":[85],"utilized.":[86],"algorithm":[88],"envisions":[89],"multitude":[90],"usage":[92],"including":[93],"next":[94],"generation":[95],"recommendation":[97],"system":[98],"intra-sequence":[100],"matching,":[101],"pitch-tone":[102],"correction,":[103],"amongst":[104],"others":[105],"integrating":[107],"recent":[109],"advances":[110],"deep":[112],"computer":[114],"vision,":[115],"speech":[117],"techniques.":[118]},"counts_by_year":[],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}