Kristian Kersting: 2 books
Statistical Relational Artificial Intelligence
Logic, Probability, and Computation
Language: English
Release Date: March 24, 2016
An intelligent agent interacting with the real world will encounter individual people, courses, test results, drugs prescriptions, chairs, boxes, etc., and needs to reason about properties of these individuals and relations among them as well as cope with uncertainty. Uncertainty has been studied...
Boosted Statistical Relational Learners
From Benchmarks to Data-Driven Medicine
Language: English
Release Date: March 3, 2015
This SpringerBrief addresses the challenges of analyzing multi-relational and noisy data by proposing several Statistical Relational Learning (SRL) methods. These methods combine the expressiveness of first-order logic and the ability of probability theory to handle uncertainty. It provides an overview...