Inductive Logic Programming 15th International Conference, ILP 2005, Bonn, Germany, August 10-13, 2005. Proceedings /

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Kramer, Stefan (Επιμελητής έκδοσης), Pfahringer, Bernhard (Επιμελητής έκδοσης)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Berlin, Heidelberg : Springer Berlin Heidelberg, 2005.
• Σειρά: Lecture Notes in Computer Science, 3625
• Θέματα: Computer science.; Software engineering.; Computer programming.; Algorithms.; Mathematical logic.; Artificial intelligence.; Computer Science.; Software Engineering/Programming and Operating Systems.; Artificial Intelligence (incl. Robotics).; Programming Techniques.; Mathematical Logic and Formal Languages.; Algorithm Analysis and Problem Complexity.

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Πίνακας περιεχομένων:

• Research Papers
• An Output-Polynomial Time Algorithm for Mining Frequent Closed Attribute Trees
• Guiding Inference Through Relational Reinforcement Learning
• Converting Semantic Meta-knowledge into Inductive Bias
• Learning Teleoreactive Logic Programs from Problem Solving
• A Framework for Set-Oriented Computation in Inductive Logic Programming and Its Application in Generalizing Inverse Entailment
• Distance Based Generalisation
• Automatic Induction of Abduction and Abstraction Theories from Observations
• Logical Bayesian Networks and Their Relation to Other Probabilistic Logical Models
• Strategies to Parallelize ILP Systems
• Inducing Causal Laws by Regular Inference
• Online Closure-Based Learning of Relational Theories
• Learning Closed Sets of Labeled Graphs for Chemical Applications
• ILP Meets Knowledge Engineering: A Case Study
• Spatial Clustering of Structured Objects
• Generalization Behaviour of Alkemic Decision Trees
• Predicate Selection for Structural Decision Trees
• Induction of the Indirect Effects of Actions by Monotonic Methods
• Probabilistic First-Order Theory Revision from Examples
• Inductive Equivalence of Logic Programs
• Deriving a Stationary Dynamic Bayesian Network from a Logic Program with Recursive Loops
• A Study of Applying Dimensionality Reduction to Restrict the Size of a Hypothesis Space
• Polynomial Time Inductive Inference of TTSP Graph Languages from Positive Data
• Classifying Relational Data with Neural Networks
• Efficient Sampling in Relational Feature Spaces
• Invited Papers
• Why Computers Need to Learn About Music
• Tutorial on Statistical Relational Learning
• Machine Learning for Systems Biology
• Five Problems in Five Areas for Five Years.