{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,19]],"date-time":"2025-06-19T04:31:18Z","timestamp":1750307478564,"version":"3.41.0"},"reference-count":14,"publisher":"Association for Computing Machinery (ACM)","issue":"2","license":[{"start":{"date-parts":[[2010,9,1]],"date-time":"2010-09-01T00:00:00Z","timestamp":1283299200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/501100000038","name":"Natural Sciences and Engineering Research Council of Canada","doi-asserted-by":"publisher","award":["OGP0046373","238748-2006"],"award-info":[{"award-number":["OGP0046373","238748-2006"]}],"id":[{"id":"10.13039\/501100000038","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["J. Comput. Cult. Herit."],"published-print":{"date-parts":[[2010,9]]},"abstract":"<jats:p>The Chinese zither, called guqin, has existed for over 3,000 years and always played an important role in Chinese social history. An interesting but unfortunate fact is that the traditional notation of guqin music does not provide the duration information for each music note which requires the player to learn from his teacher and memorize. As a result, among several thousands of compositions that have been created and recorded with guqin music notation, only around 100 of them are still being played today. In this article we use a machine learning method to study the guqin music recovery problem which tries to use the guqin music notation to recover the duration of each music note. Information provided by the music note is used as features to predict the duration information with a support vector machine. The experimental result shows that our system can predict with fair accuracy, and can be used as a valuable reference for human guqin masters to recover guqin music.<\/jats:p>","DOI":"10.1145\/1841317.1841320","type":"journal-article","created":{"date-parts":[[2010,10,5]],"date-time":"2010-10-05T14:38:15Z","timestamp":1286289495000},"page":"1-12","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":1,"title":["Ancient Chinese zither (guqin) music recovery with support vector machine"],"prefix":"10.1145","volume":"3","author":[{"given":"Qing","family":"Sun","sequence":"first","affiliation":[{"name":"Xi'an University of Finance and Economics, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Deyun","family":"Zhang","sequence":"additional","affiliation":[{"name":"Xi'an Jiaotong University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yifeng","family":"Fan","sequence":"additional","affiliation":[{"name":"Xi'an Conservatory of Music, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kaizhong","family":"Zhang","sequence":"additional","affiliation":[{"name":"Western University of Ontario, Ontario, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bin","family":"Ma","sequence":"additional","affiliation":[{"name":"University of Waterloo, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2010,10,7]]},"reference":[{"key":"e_1_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/1961189.1961199"},{"key":"e_1_2_1_2_1","volume":"52","author":"Chen C.","unstructured":"}} Chen , C. 1989. Preliminary application of the computer technique to guqin music research. Chinese J. Comput. 52 5--533. }}Chen, C. 1989. Preliminary application of the computer technique to guqin music research. Chinese J. Comput. 525--533.","journal-title":"Chinese J. Comput."},{"key":"e_1_2_1_3_1","unstructured":"}}Courant R. and Hilbert D. 1953. Methods of Mathematical Physics. Wiley Interscience New York.  }}Courant R. and Hilbert D. 1953. Methods of Mathematical Physics. Wiley Interscience New York."},{"key":"e_1_2_1_4_1","unstructured":"}}Ding X. Ye X. and Zhou C. 2008. Coding and compilatory method in the transnotation jianzipu of qin zither. Musicology in China 93--96.  }}Ding X. Ye X. and Zhou C. 2008. Coding and compilatory method in the transnotation jianzipu of qin zither. Musicology in China 93--96."},{"key":"e_1_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1007\/11494683_28"},{"key":"e_1_2_1_6_1","unstructured":"}}Gerber S. B. and Finn K. V. 2005. Using SPSS for Windows: Data Analysis and Graphics 2nd ed. Springer.   }}Gerber S. B. and Finn K. V. 2005. Using SPSS for Windows: Data Analysis and Graphics 2nd ed. Springer."},{"key":"e_1_2_1_7_1","unstructured":"}}Li C. 2008. Research on rhythm issue in jianzipu of guqin. JiaoXiang J. Xi'an Conserv. Music 24--26.  }}Li C. 2008. Research on rhythm issue in jianzipu of guqin. JiaoXiang J. Xi'an Conserv. Music 24--26."},{"volume-title":"Measures of Association","author":"Liebetrau A. M.","key":"e_1_2_1_8_1","unstructured":"}} Liebetrau , A. M. 1983. Measures of Association . Sage Publications , Newbury Park, CA . }}Liebetrau, A. M. 1983. Measures of Association. Sage Publications, Newbury Park, CA."},{"volume-title":"Proceedings of the IEEE International Joint Conference on Neural Networks. 1--4.","author":"Liu Y.","key":"e_1_2_1_9_1","unstructured":"}} Liu , Y. and Zheng, Y. F . 2005. One-Against-All multi-class svm classification using reliability measures . In Proceedings of the IEEE International Joint Conference on Neural Networks. 1--4. }}Liu, Y. and Zheng, Y. F. 2005. One-Against-All multi-class svm classification using reliability measures. In Proceedings of the IEEE International Joint Conference on Neural Networks. 1--4."},{"volume-title":"SPSS for Windows Statistical Analysis (2nd Version)","author":"Lu W.","key":"e_1_2_1_10_1","unstructured":"}} Lu , W. 2004. SPSS for Windows Statistical Analysis (2nd Version) . Electronic Industry Press , Beijing, China . }}Lu, W. 2004. SPSS for Windows Statistical Analysis (2nd Version). Electronic Industry Press, Beijing, China."},{"key":"e_1_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1145\/1143844.1143960"},{"volume-title":"How to Play Guqin","author":"Xu G.","key":"e_1_2_1_12_1","unstructured":"}} Xu , G. 1994. How to Play Guqin . People Music Press , Beijing, China . }}Xu, G. 1994. How to Play Guqin. People Music Press, Beijing, China."},{"key":"e_1_2_1_13_1","unstructured":"}}Xu J. and Wang D. 1962. Collection of Guqin Pieces(Volume 1 Volume 2). People Music Press Beijing China.  }}Xu J. and Wang D. 1962. Collection of Guqin Pieces(Volume 1 Volume 2). People Music Press Beijing China."},{"key":"e_1_2_1_14_1","unstructured":"}}Yu H. 1993. The method of automatic processing on information in jianzipu with computer. JiaoXiang J. Xi'an Conserv. Music 56--58.  }}Yu H. 1993. The method of automatic processing on information in jianzipu with computer. JiaoXiang J. Xi'an Conserv. Music 56--58."}],"container-title":["Journal on Computing and Cultural Heritage"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/1841317.1841320","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/1841317.1841320","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T12:08:56Z","timestamp":1750248536000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/1841317.1841320"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2010,9]]},"references-count":14,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2010,9]]}},"alternative-id":["10.1145\/1841317.1841320"],"URL":"https:\/\/doi.org\/10.1145\/1841317.1841320","relation":{},"ISSN":["1556-4673","1556-4711"],"issn-type":[{"type":"print","value":"1556-4673"},{"type":"electronic","value":"1556-4711"}],"subject":[],"published":{"date-parts":[[2010,9]]},"assertion":[{"value":"2009-09-01","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2010-07-01","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2010-10-07","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}