Inductive logic programming : 21st international conference, ILP 2011, Windsor Great Park, UK, July 31 - August 3, 2011 : revised selected papers
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 five extended abstracts and three invited talks. The papers represent the diversity and vitality in present ILP research including ILP theory, implementations, probabilistic ILP, biological applications, sub-group discovery, grammatical inference, relational kernels, learning of Petri nets, spatial learning, graph-based learning, and learning of action models
Conference papers and proceedings
xi, 406 pages : illustrations ; 24 cm.
9783642319501, 3642319505
815996206
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