This volume constitutes the proceedings of the Eighth European Conference on Machine Learning ECML-95, held in Heraclion, Crete in April 1995.
Besides four invited papers the volume presents revised versions of 14 long papers and 26 short papers selected from a total of 104 submissions. The papers address all current aspects in the area of machine learning; also logic programming, planning, reasoning, and algorithmic issues are touched upon.
Author(s): Jörg Gebhardt, Rudolf Kruse (auth.), Nada Lavrac, Stefan Wrobel (eds.)
Series: Lecture Notes in Computer Science 912 : Lecture Notes in Artificial Intelligence
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 1995
Language: English
Commentary: (add ocr)
Pages: 376
Tags: Artificial Intelligence (incl. Robotics); Algorithm Analysis and Problem Complexity
Reasoning and learning in probabilistic and possibilistic networks: An overview....Pages 1-16
Problem decomposition and the learning of skills....Pages 17-31
Machine learning in the world wide web....Pages 32-32
Abstract computer models: Towards a new method for theorizing about adaptive agents....Pages 33-52
Learning abstract planning cases....Pages 53-76
The role of prototypicality in exemplar-based learning....Pages 77-91
Specialization of recursive predicates....Pages 92-106
A distributed genetic algorithm improving the generalization behavior of neural networks....Pages 107-121
Learning non-monotonic logic programs: Learning exceptions....Pages 122-137
A comparative utility analysis of case-based reasoning and control-rule learning systems....Pages 138-150
A minimization approach to propositional inductive learning....Pages 151-160
On concept space and hypothesis space in case-based learning algorithms....Pages 161-173
The power of decision tables....Pages 174-189
Pruning multivariate decision trees by hyperplane merging....Pages 190-199
Multiple-Knowledge Representations in concept learning....Pages 200-217
The effect of numeric features on the scalability of inductive learning programs....Pages 218-231
Analogical logic program synthesis from examples....Pages 232-244
A guided tour through hypothesis spaces in ILP....Pages 245-259
JIGSAW: Puzzling together RUTH and SPECTRE (Extended abstract)....Pages 261-266
Discovery of constraints and data dependencies in relational databases (Extended abstract)....Pages 267-270
Learning disjunctive normal forms in a dual classifier system (Extended abstract)....Pages 271-274
The effects of noise on efficient incremental induction (Extended abstract)....Pages 275-278
Analysis of Rachmaninoff's piano performances using inductive logic programming (Extended abstract)....Pages 279-282
Handling real numbers in ILP: A step towards better behavioural clones (Extended abstract)....Pages 283-286
Simplifying decision trees by pruning and grafting: New results (Extended abstract)....Pages 287-290
A tight integration of pruning and learning (Extended abstract)....Pages 291-294
Decision-tree based neural network (Extended abstract)....Pages 295-298
Learning recursion with iterative bootstrap induction (Extended abstract)....Pages 299-302
Patching proofs for reuse (Extended abstract)....Pages 303-306
Adapting to drift in continuous domains (Extended abstract)....Pages 307-310
Parallel recombinative reinforcement learning (Extended abstract)....Pages 311-314
Learning to solve complex tasks for reactive systems (Extended abstract)....Pages 315-318
Co-operative Reinforcement Learning by payoff filters (Extended abstract)....Pages 319-322
Automatic synthesis of control programs by combination of learning and problem solving methods (Extended abstract)....Pages 323-326
Analytical learning guided by empirical technology: An approach to integration (Extended abstract)....Pages 327-330
A new MDL measure for robust rule induction (Extended abstract)....Pages 331-334
Class-driven statistical discretization of continuous attributes (Extended abstract)....Pages 335-338
Generating neural networks through the induction of threshold logic unit trees (Extended abstract)....Pages 339-342
Learning classification rules using lattices (Extended abstract)....Pages 343-346
Hybrid classification: Using axis-parallel and oblique subdivisions of the attribute space (Extended abstract)....Pages 347-350
An induction-based control for genetic algorithms (Extended abstract)....Pages 351-355
Fender: An approach to theory restructuring (extended abstract)....Pages 356-359
Language series revisited: The complexity of hypothesis spaces in ILP (Extended abstract)....Pages 360-363
Prototype, nearest neighbor and hybrid algorithms for time series classification (Extended abstract)....Pages 364-367
