Providing algorithmic methods and state-of-the-art tools to successfully visualise statistical data, this work offers insight into underlying processes of density estimation, emphasising use of visualisation tools rather than only the theoretical concepts of classification and regression.
Providing algorithmic methods and state-of-the-art tools to successfully visualise statistical data, this work offers insight into underlying processe...
A modern approach to statistical learning and its applications through visualization methods
With a unique and innovative presentation, Multivariate Nonparametric Regression and Visualization provides readers with the core statistical concepts to obtain complete and accurate predictions when given a set of data. Focusing on nonparametric methods to adapt to the multiple types of data generating mechanisms, the book begins with an overview of classification and regression.
The book then introduces and examines various tested and proven visualization...
A modern approach to statistical learning and its applications through visualization methods
