Pólya’s urns and Laplace’s rule of succession

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Authors: Vittorio Loreto, Vito D. P. Servedio, Francesca Tria
Cited by: 0
References: 268

Abstract

Abstract This chapter introduces the classic Pólya’s urn scheme as a foundational model for interdependent events. It begins with the two-colour model, emphasising its connection to Bayesian inference through Laplace’s rule of succession, and establishes the important property of exchangeability via the de Finetti representation theorem. The discussion then extends to the multi-colour case, which serves as a basic model for innovation, representing the discovery of pre-existing types. However, it is demonstrated that this scheme, with its fixed set of possibilities, fails to reproduce the characteristic power laws observed in real innovation processes.

Fields of Study & Subjects

Probability and Statistical Research Bayesian Methods and Mixture Models Innovation Diffusion and Forecasting

Publication details

Journal / source
Oxford University Press eBooks
Pages
127–145
Publication date
26 February 2026
Language
EN
Document type
Book chapter