Udvidet returret til d. 31. januar 2025

Discrete Stochastic Processes

Bag om Discrete Stochastic Processes

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.

Vis mere
  • Sprog:
  • Engelsk
  • ISBN:
  • 9783031658198
  • Indbinding:
  • Paperback
  • Sideantal:
  • 288
  • Udgivet:
  • 8. oktober 2024
  • Udgave:
  • 2024
  • Størrelse:
  • 235x155x21 mm.
  • Vægt:
  • 468 g.
  • BLACK NOVEMBER
Leveringstid: Ukendt - mangler pt.

Beskrivelse af Discrete Stochastic Processes

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.

Brugerbedømmelser af Discrete Stochastic Processes



Find lignende bøger
Bogen Discrete Stochastic Processes findes i følgende kategorier:

Gør som tusindvis af andre bogelskere

Tilmeld dig nyhedsbrevet og få gode tilbud og inspiration til din næste læsning.