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Célestin Zimmerlin

MIXTAPES LabCom

Célestin Zimmerlin is a PhD student at MIXTAPES LabCom (CNRS – Deezer), conducting research on the dynamics of music discovery and diffusion. Using tools from statistical physics, he models individual and collective behaviors to understand how new music is integrated into listening practices and propagated across space.

Correlations and Deviation from Heaps' Law: Insights from Musical Discovery

It has been shown that random sampling from a generalized Zipf’s law yields Heaps’ law—that is, type-token growth following a power law. We investigate how correlations in the token ordering process disrupt this scaling. Using a one-parameter model, we reproduce a range of limiting cases in the type-token plane showing that the growth pattern does not uniquely reflect the underlying distribution. We illustrate this with individual discovery trajectories from Deezer users: while randomized sequences can be well fitted by power laws, real discovery trajectories display more diverse patterns—including linear growth—revealing the impact of temporal correlations and limitations of the Zipf/Heaps framework for describing individual discovery.