Heaps' Law and Vocabulary Richness in the History of Classical Music Harmony
2021
Music is a fundamental human construct, and harmony provides the building
blocks of musical language. Using the Kunstderfuge corpus of classical music,
we analyze the historical evolution of the richness of harmonic vocabulary of
76 classical composers, covering almost 6 centuries. Such corpus comprises
about 9500 pieces, resulting in more than 5 million tokens of music codewords.
The fulfilment of Heaps' law for the relation between the size of the harmonic
vocabulary of a composer (in codeword types) and the total length of his works
(in codeword tokens), with an exponent around 0.35, allows us to define a
relative measure of vocabulary richness that has a transparent interpretation.
When coupled with the considered corpus, this measure allows us to quantify
harmony richness across centuries, unveiling a clear increasing linear trend.
In this way, we are able to rank the composers in terms of richness of
vocabulary, in the same way as for other related metrics, such as entropy. We
find that the latter is particularly highly correlated with our measure of
richness. Our approach is not specific for music and can be applied to other
systems built by tokens of different types, as for instance natural language.
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