What is the best book to learn probability? - Mathematics Stack ExchangeP robability theory is the mathematical study of uncertainty. It plays a central role in machine learning, as the design of learning algorithms often relies on probabilistic assumption of the data. Now, are you searching for some good books in Probability to read? Here is our list. A Course in Probability Theory by Kai Lai Chung This book assumes that you have a certain degree of mathematical maturity, but gives you very thorough proofs of the basic concepts of rigorous probability. An Introduction to Probability Theory and Its Applications by William Feller This is a two volume book and the first volume is what will likely interest a beginner because it covers discrete probability.
Best Machine Learning Books
Good books on probability and stochastic processes
The study of stochastic processes is the application of probability to an indexed collection of random variables. A classic example is the study of queue times, an instance of which is wait times at the post office. Stochastic processes are very important for modeling, but they're also an important tool for other statistical methods. Much of Bayesian statistical estimation is based on Markov chain Monte Carlo, which is a kind of stochastic process. This book has very clear explanations.
Toggle navigation Menu. Fractals in Probability and Analysis by Christopher J. This is a mathematically rigorous introduction to fractals which emphasizes examples and fundamental ideas. Building up from basic techniques of geometric measure theory and probability, central topics such as Hausdorff dimension, self-similar sets and Brownian motion are introduced, as are more specialized topics, including Kakeya sets, capacity, percolation on trees and the traveling salesman theorem. The broad range of techniques presented enables key ideas to be highlighted, without the distraction of excessive technicalities. The authors incorporate some novel proofs which are simpler than those available elsewhere.
I'm currently taking a class called Stochastic Process and it's a very theoretical class and I'm having quite a bit of trouble. In the course outline it says we're.
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