Inductive Logic Programming 21st International Conference, ILP 2011, Windsor Great Park, UK, July 31 – August 3, 2011, Revised Selected Papers /

• Corporate Author: SpringerLink (Online service)
• Other Authors: Muggleton, Stephen H. (Editor), Tamaddoni-Nezhad, Alireza (Editor), Lisi, Francesca A. (Editor)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2012.
• Series: Lecture Notes in Computer Science, 7207
• Subjects: Computer science.; Computer programming.; Computers.; Computer logic.; Mathematical logic.; Artificial intelligence.; Computer Science.; Artificial Intelligence (incl. Robotics).; Mathematical Logic and Formal Languages.; Programming Techniques.; Logics and Meanings of Programs.; Computation by Abstract Devices.

This book constitutes the thoroughly refereed post-proceedings of the 21st International Conference on Inductive Logic Programming, ILP 2011, held in Windsor Great Park, UK, in July/August 2011. The 24 revised full papers were carefully reviewed and selected from 66 submissions. Also included are fi...

Table of Contents:

• Inference and Learning
• Beyond Reward: The Problem of Knowledge and Data
• Exploiting Constraints
• Online Bayesian Inference for the Parameters of PRISM Programs
• Learning Compact Markov Logic Networks with Decision Trees
• Relational Networks of Conditional Preferences
• k-Optimal: A Novel Approximate Inference Algorithm for ProbLog
• Learning Directed Relational Models with Recursive Dependencies
• Integrating Model Checking and Inductive Logic Programming
• Inductive Logic Programming in Answer Set Programming
• Graph-Based Relational Learning with a Polynomial Time Projection Algorithm
• Interleaved Inductive-Abductive Reasoning for Learning Complex Event Models
• Conceptual Clustering of Multi-Relational Data
• Expressive Power of Safe First-Order Logical Decision Trees
• Relational Learning for Spatial Relation Extraction from Natural.