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Prospectus Update: GA-Based Musical Transcription Steven Emory CS590
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What I Am Planning to Accomplish Musical Transciption: with transcription and arrangement using genetic algorithms using graph search algorithms (A*) for piano (simpler) and guitar (harder) software
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What I Am Planning to Accomplish
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Issues to be Investigated GA versus other methods Computational arrangement Computational composition Minimal instrument transcriptions
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Why This is Academically Interesting Musical transcription very common Piano and guitar popular instruments Time consuming for human Time consuming for computer too Problem is still open
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Intended Audience Computer scientists studying music transcription, composition and arrangement Software for musicians
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Why This is MS-Level Work Transcription problem is a combination of many hard-to-solve problems: Musical Component Extraction Musical Composition The Arrangement Problem The Fingering Problem
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Previous Work Musical Component Extraction Automatic Thematic Extractor Pattern Recognition http://portal.acm.org/citation.cfm?id=770012.770014 Musical Composition and Arrangement Too many to list Fingering Problem http://www.cs.uga.edu/~potter/CompIntell/cec_arrang ing_paper.pdf
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Anticipated Challenges Musical Component Extraction Fairly easy Arrangment and Composition Lots of papers but still not well understood Musical Transcription Exploring other methods Fingering Problem Complex and time-consuming bottleneck
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Anticipated Approach Arrangment and Composition Too many papers, too many techniques May have to skip it Musical Transcription Exploring GA's including interactive techniques Fingering Problem Also try A*
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