Statistical Manifolds and Stochastic Dynamics: Bridging Theoretical Constructs with High-Dimensional Applications
Statistical Manifolds and Stochastic Dynamics: Bridging Theoretical Constructs with High-Dimensional Applications
Information Geometry and Measure Theoretic Approaches to High-Dimensional Statistical Analysis
About the Book
This book explores the rich intersection of statistical manifolds, information geometry, and stochastic dynamics with applications to high-dimensional data analysis. Bridging abstract mathematical theory with concrete computational approaches, it provides both rigorous foundations and practical implementations for modern statistical challenges.
Key features include:
- Measure-theoretic treatments of probability and statistical inference
- Geometric perspectives on statistical models and their properties
- Advanced computational methods for complex statistical problems
- Applications across machine learning, biostatistics, econometrics and other domains
Written for researchers and practitioners in statistics, applied mathematics, and data science, the book progresses from fundamental principles to frontier research questions. Each chapter combines theoretical depth with real-world applications, making advanced statistical theory accessible and relevant for solving today's complex data challenges.
About the Author
Table of Contents
- The Statistical Method: Theory Meets Practice
- Probability Theory for Modern Research
- Frequentist Inference: Theory and Practice
- Bayesian Paradigms and Computation
- Regression Theory and Extensions
- High-Dimensional Statistical Theory
- Causal Inference Frameworks
- Statistical Learning Theory
- Nonparametric and Functional Methods
- Stochastic Processes in Practice
- Robust and Distribution-Free Methods
- Multiple Testing and Reproducibility
- Missing Data and Selection Bias
- Network and Graph-Structured Data
- Statistical Decision Theory
The Leanpub 60 Day 100% Happiness Guarantee
Within 60 days of purchase you can get a 100% refund on any Leanpub purchase, in two clicks.
Now, this is technically risky for us, since you'll have the book or course files either way. But we're so confident in our products and services, and in our authors and readers, that we're happy to offer a full money back guarantee for everything we sell.
You can only find out how good something is by trying it, and because of our 100% money back guarantee there's literally no risk to do so!
So, there's no reason not to click the Add to Cart button, is there?
See full terms...
Earn $8 on a $10 Purchase, and $16 on a $20 Purchase
We pay 80% royalties on purchases of $7.99 or more, and 80% royalties minus a 50 cent flat fee on purchases between $0.99 and $7.98. You earn $8 on a $10 sale, and $16 on a $20 sale. So, if we sell 5000 non-refunded copies of your book for $20, you'll earn $80,000.
(Yes, some authors have already earned much more than that on Leanpub.)
In fact, authors have earnedover $14 millionwriting, publishing and selling on Leanpub.
Learn more about writing on Leanpub
Free Updates. DRM Free.
If you buy a Leanpub book, you get free updates for as long as the author updates the book! Many authors use Leanpub to publish their books in-progress, while they are writing them. All readers get free updates, regardless of when they bought the book or how much they paid (including free).
Most Leanpub books are available in PDF (for computers) and EPUB (for phones, tablets and Kindle). The formats that a book includes are shown at the top right corner of this page.
Finally, Leanpub books don't have any DRM copy-protection nonsense, so you can easily read them on any supported device.
Learn more about Leanpub's ebook formats and where to read them
