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Global PAC Bounds for Learning Discrete Time Markov Chains

Learning models from observations of a system is a powerful tool with many applications. In this paper, we consider learning Discrete Time Markov Chains (DTMC), with different methods such as frequency estimation or Laplace smoothing. While models learnt with such methods converge asymptotically tow...

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Detalhes bibliográficos
Publicado no:Computer Aided Verification
Main Authors: Bazille, Hugo, Genest, Blaise, Jegourel, Cyrille, Sun, Jun
Formato: Artigo
Idioma:Inglês
Publicado em: 2020
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7363184/
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/978-3-030-53291-8_17
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