{"id":"https://openalex.org/W4404477645","doi":"https://doi.org/10.1145/3686081.3686124","title":"Research and Practice of Big Data Mining and Visual Analysis in the Field of Music Education","display_name":"Research and Practice of Big Data Mining and Visual Analysis in the Field of Music Education","publication_year":2024,"publication_date":"2024-04-26","ids":{"openalex":"https://openalex.org/W4404477645","doi":"https://doi.org/10.1145/3686081.3686124"},"language":"en","primary_location":{"id":"doi:10.1145/3686081.3686124","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3686081.3686124","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference on Decision Science &amp; Management","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/A5076528731","display_name":"Rongrong Zhang","orcid":"https://orcid.org/0009-0004-6600-3383"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rongrong Zhang","raw_affiliation_strings":["Guangdong University of Science and Technology, Dongguan, Guangdong, China"],"raw_orcid":"https://orcid.org/0009-0004-6600-3383","affiliations":[{"raw_affiliation_string":"Guangdong University of Science and Technology, Dongguan, Guangdong, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025850179","display_name":"Hui Xing Liang","orcid":"https://orcid.org/0009-0005-7899-5989"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Haixiang Liang","raw_affiliation_strings":["Guangdong University of Science and Technology, Dongguan, Guangdong, China"],"raw_orcid":"https://orcid.org/0009-0005-7899-5989","affiliations":[{"raw_affiliation_string":"Guangdong University of Science and Technology, Dongguan, Guangdong, China","institution_ids":[]}]}],"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":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"253","last_page":"257"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11122","display_name":"Online Learning and Analytics","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T14413","display_name":"Advanced Technologies in Various Fields","score":0.9702000021934509,"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/T12260","display_name":"Educational Technology and Pedagogy","score":0.9646000266075134,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.6696444153785706},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.6436366438865662},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6125978231430054},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5825650095939636},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.45527005195617676},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.36530056595802307},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3216990828514099},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.24568933248519897}],"concepts":[{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.6696444153785706},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6436366438865662},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6125978231430054},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5825650095939636},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.45527005195617676},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.36530056595802307},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3216990828514099},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.24568933248519897},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3686081.3686124","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3686081.3686124","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference on Decision Science &amp; Management","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.5299999713897705}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W614098503","https://openalex.org/W1508607193","https://openalex.org/W2138334515","https://openalex.org/W2903930265","https://openalex.org/W3036254254","https://openalex.org/W3118711764","https://openalex.org/W3217713155","https://openalex.org/W4284971059","https://openalex.org/W4296082399","https://openalex.org/W4313504714","https://openalex.org/W4385668122"],"related_works":["https://openalex.org/W4322629366","https://openalex.org/W2808989540","https://openalex.org/W2397053934","https://openalex.org/W1039292361","https://openalex.org/W2731626691","https://openalex.org/W2551093110","https://openalex.org/W2148016376","https://openalex.org/W4237919137","https://openalex.org/W3184179822","https://openalex.org/W3095362084"],"abstract_inverted_index":{"This":[0],"study":[1,39,96,130],"aims":[2],"to":[3],"explore":[4],"the":[5,16,26,60,70,77,110,117,121,144],"application":[6,28,114],"of":[7,18,29,67,116,123,139,146],"big":[8,140],"data":[9,30,43,92,99,124,141],"mining":[10,36],"and":[11,21,35,51,64,84,106,113,126,134],"visual":[12],"analysis":[13,100],"technology":[14,142],"in":[15,53,69,143],"field":[17,145],"music":[19,54,71,147],"education":[20],"its":[22],"practical":[23],"significance.":[24],"Through":[25],"comprehensive":[27],"collection,":[31],"preprocessing,":[32],"feature":[33],"extraction,":[34],"algorithms,":[37],"this":[38,95,129],"successfully":[40],"analyzed":[41],"multidimensional":[42],"such":[44],"as":[45],"student":[46],"learning":[47,72],"behavior,":[48],"skill":[49],"development,":[50],"participation":[52],"education.":[55,148],"The":[56],"research":[57,118],"results":[58,101],"reveal":[59],"key":[61],"behavioral":[62],"patterns":[63],"progress":[65],"trends":[66],"students":[68],"process,":[73],"providing":[74],"educators":[75],"with":[76],"basis":[78],"for":[79,136],"formulating":[80],"personalized":[81],"teaching":[82,86],"strategies":[83],"improving":[85],"effectiveness.":[87],"In":[88],"addition,":[89],"through":[90],"efficient":[91],"visualization":[93],"methods,":[94],"transformed":[97],"complex":[98],"into":[102],"intuitive,":[103],"easy-to-understand":[104],"charts":[105],"graphs,":[107],"further":[108],"enhancing":[109],"explanatory":[111],"power":[112],"value":[115],"findings.":[119],"Despite":[120],"limitations":[122],"scope":[125],"method":[127],"selection,":[128],"provides":[131],"valuable":[132],"experience":[133],"direction":[135],"future":[137],"utilization":[138]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
