Discrete Stochastic Processes : Tools for Machine Learning and Data Science
2024 ed.
Book Details
Delivery Location
Delivery fee: Select location
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.
Get Discrete Stochastic Processes by Nicolas Privault at the best price and quality guaranteed only at Werezi Africa's largest book ecommerce store. The book was published by Springer International Publishing AG and it has 288 pages.
Customers Who Bought This Also Bought
More by Nicolas Privault
More in This Genre
How to Lie with Statistics
KSh 2,350.00
Pearson Edexcel International A Level Mathematics Statistics 1 Student Book
KSh 5,900.00
White Noise Distribution Theory
KSh 9,750.00
Pearson Edexcel International A Level Mathematics Statistics 3 Student Book
KSh 5,700.00
Pearson Edexcel International A Level Mathematics Statistics 2 Student Book
KSh 5,700.00
Caie Al Maths - Prob 1
KSh 4,500.00