Nonparametric Predictive Inference

Description:

This book will be the first on NPI and will provide an introduction to and overview of, the approach's current state of the art. It will be a self-contained treatment of the subject, introducing it to readers, and leading them on to a more advanced and specialist understanding. The Author compares and contrasts NPI theory with classical statistical theory, pointing out the ways in which NPI can enhance current research in areas ranging from operations research to engineering and artificial intelligence. The foundations and ideas behind NPI will be presented along with an examination and comparison of more traditional approaches of classical and Bayesian statistics, providing further insights into the advantages of NPI. Future directions and the accommodation of multivariate data will also be discussed.

subjects: predictive modeling,  Machine learning,  Statistical learning theory,  Bayesian Analysis,  Mathematical statistics .,  Probabilities.,  Multivariate analysis,  Random variables,  Nonparametric Statistics,  Regression analysis.,  Artifical intelligence