Classifying Musical Scores By Instrument Bryce Cai Michael Svolos Stanford University Stanford University Stanford, CA 94305 Stanford, CA 94305
[email protected] [email protected] Abstract A given line of music can be played with greater or less ease by different musical instruments, due to the invariants of their construction and design, and ideally, these instrumental idioms are taken into consideration when writing a part for that instrument. Thus, the question posed by this paper is whether these idoms, these differences, can be used to classify instrumental parts by instrument. We trained a multiclass classifier using linear regression over 860 instrumental parts from Classical-era musical scores. Our one-vs-one algorithm saw 23% accuracy, exceeding the baseline by 9%. 1 Task definition Instrumental music from the Classical era (1750-1825) is written with individual lines of music for each instrument. Each line is played at the same time to create the sounds of the complete piece, whether it’s a Bach piece for solo flute, a Mozart concerto for clarinet and orchestra, or a Hadyn string quartet. Every wind or string instrument has its own range of notes that it’s capable of playing - for instance, the flute cannot play below the B below middle C. Each instrument also has a different, much more nebulous set of limitations of what it can easily play, though. These limitations are a consequence of the way each instrument was designed physically and acoustically. An example of this is a quick passage on trombone that requires many long jumps of the slide; such a passage is technically possible, but it would require great skill at the instrument.