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Discrete Stochastic Processes
- Tools for Machine Learning and Data Science
Engelsk
Bogcover for Discrete Stochastic Processes af Nicolas Privault, 9783031658198
Specifikationer
Sprog:
Engelsk
Sider:
288
ISBN-13:
9783031658198
Indbinding:
Paperback
ISBN-10:
3031658191
Kategori:
Udg. Dato:
8 okt 2024
Størrelse i cm:
15,5 x 23,5 x 2,1
Serie:
Springer Undergraduate Mathematics Series
Oplagsdato:
8 okt 2024
Forfatter(e):

Discrete Stochastic Processes

- Tools for Machine Learning and Data Science
Engelsk
Paperback 2024
Format:

Bog beskrivelse

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.

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Specifikationer
Sprog:
Engelsk
Sider:
288
ISBN-13:
9783031658198
Indbinding:
Paperback
ISBN-10:
3031658191
Kategori:
Udg. Dato:
8 okt 2024
Størrelse i cm:
15,5 x 23,5 x 2,1
Serie:
Springer Undergraduate Mathematics Series
Oplagsdato:
8 okt 2024
Forfatter(e):
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