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Viac informácií o knihe Discrete Stochastic Processes

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Anotácia 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.

Parametre knihy

Zaradenie knihy Knihy po anglicky Mathematics & science Mathematics Probability & statistics

• Celý názov: Discrete Stochastic Processes
• Podnázov: Tools for Machine Learning and Data Science
• Autor: Nicolas Privault
• Jazyk: Angličtina
• Väzba: Brožovaná
• Počet strán: 260
• EAN: 9783031658198
• ID: 46193384
• Nakladateľ: Springer, Berlin
• Hmotnosť: 468 g
• Rozmery: 235 × 155 mm
• Dátum vydania: 03. October 2024

Obľúbené z iného súdka

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