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Více informací o knize Discrete Stochastic Processes

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Anotace knihy

This text presents selected applications of discrete-time stochastic processes that involve random interactions and algorithms, and revolve around the Markov property. It covers recurrence properties of (excited) random walks, convergence and mixing of Markov chains, distribution modeling using phase-type distributions, applications to search engines and probabilistic automata, and an introduction to the Ising model used in statistical physics. Applications to data science are also considered via hidden Markov models and Markov decision processes. A total of 32 exercises and 17 longer problems are provided with detailed solutions and cover various topics of interest, including statistical learning.

Parametry knihy

Zařazení knihy Knihy v angličtině Mathematics & science Mathematics Probability & statistics

• Plný název: Discrete Stochastic Processes
• Podnázev: Tools for Machine Learning and Data Science
• Autor: Nicolas Privault
• Jazyk: Angličtina
• Vazba: Brožovaná
• Počet stran: 260
• EAN: 9783031658198
• ID: 46193384
• Nakladatelství: Springer, Berlin
• Hmotnost: 468 g
• Rozměry: 235 × 155 mm
• Datum vydání: 03. October 2024

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