دانلود کتاب Inductive Logic Programming: 17th International Conference, ILP 2007, Corvallis, OR, USA, June 19-21, 2007, Revised Selected Papers

فهرست مطالب :

Front Matter....Pages -
Learning with Kernels and Logical Representations....Pages 1-3
Beyond Prediction: Directions for Probabilistic and Relational Learning....Pages 4-21
Learning Probabilistic Logic Models from Probabilistic Examples (Extended Abstract)....Pages 22-23
Learning Directed Probabilistic Logical Models Using Ordering-Search....Pages 24-24
Learning to Assign Degrees of Belief in Relational Domains....Pages 25-26
Bias/Variance Analysis for Relational Domains....Pages 27-28
Induction of Optimal Semantic Semi-distances for Clausal Knowledge Bases....Pages 29-38
Clustering Relational Data Based on Randomized Propositionalization....Pages 39-48
Structural Statistical Software Testing with Active Learning in a Graph....Pages 49-62
Learning Declarative Bias....Pages 63-77
ILP :- Just Trie It....Pages 78-87
Learning Relational Options for Inductive Transfer in Relational Reinforcement Learning....Pages 88-97
Empirical Comparison of “Hard” and “Soft” Label Propagation for Relational Classification....Pages 98-111
A Phase Transition-Based Perspective on Multiple Instance Kernels....Pages 112-121
Combining Clauses with Various Precisions and Recalls to Produce Accurate Probabilistic Estimates....Pages 122-131
Applying Inductive Logic Programming to Process Mining....Pages 132-146
A Refinement Operator Based Learning Algorithm for the $\mathcal{ALC}$ Description Logic....Pages 147-160
Foundations of Refinement Operators for Description Logics....Pages 161-174
A Relational Hierarchical Model for Decision-Theoretic Assistance....Pages 175-190
Using Bayesian Networks to Direct Stochastic Search in Inductive Logic Programming....Pages 191-199
Revising First-Order Logic Theories from Examples Through Stochastic Local Search....Pages 200-210
Using ILP to Construct Features for Information Extraction from Semi-structured Text....Pages 211-224
Mode-Directed Inverse Entailment for Full Clausal Theories....Pages 225-238
Mining of Frequent Block Preserving Outerplanar Graph Structured Patterns....Pages 239-253
Relational Macros for Transfer in Reinforcement Learning....Pages 254-268
Seeing the Forest Through the Trees....Pages 269-279
Building Relational World Models for Reinforcement Learning....Pages 280-291
An Inductive Learning System for XML Documents....Pages 292-306
Back Matter....Pages -