Computational Learning Theory 4th European Conference, EuroCOLT'99 Nordkirchen, Germany, March 29-31, 1999 Proceedings /
| Corporate Author: | |
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| Other Authors: | , |
| Format: | Electronic eBook |
| Language: | English |
| Published: |
Berlin, Heidelberg :
Springer Berlin Heidelberg : Imprint: Springer,
1999.
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| Edition: | 1st ed. 1999. |
| Series: | Lecture Notes in Artificial Intelligence ;
1572 |
| Subjects: | |
| Online Access: | Full Text via HEAL-Link |
Table of Contents:
- Invited Lectures
- Theoretical Views of Boosting
- Open Theoretical Questions in Reinforcement Learning
- Learning from Random Examples
- A Geometric Approach to Leveraging Weak Learners
- Query by Committee, Linear Separation and Random Walks
- Hardness Results for Neural Network Approximation Problems
- Learning from Queries and Counterexamples
- Learnability of Quantified Formulas
- Learning Multiplicity Automata from Smallest Counterexamples
- Exact Learning when Irrelevant Variables Abound
- An Application of Codes to Attribute-Efficient Learning
- Learning Range Restricted Horn Expressions
- Reinforcement Learning
- On the Asymptotic Behavior of a Constant Stepsize Temporal-Difference Learning Algorithm
- On-line Learning and Expert Advice
- Direct and Indirect Algorithms for On-line Learning of Disjunctions
- Averaging Expert Predictions
- Teaching and Learning
- On Teaching and Learning Intersection-Closed Concept Classes
- Inductive Inference
- Avoiding Coding Tricks by Hyperrobust Learning
- Mind Change Complexity of Learning Logic Programs
- Statistical Theory of Learning and Pattern Recognition
- Regularized Principal Manifolds
- Distribution-Dependent Vapnik-Chervonenkis Bounds
- Lower Bounds on the Rate of Convergence of Nonparametric Pattern Recognition
- On Error Estimation for the Partitioning Classification Rule
- Margin Distribution Bounds on Generalization
- Generalization Performance of Classifiers in Terms of Observed Covering Numbers
- Entropy Numbers, Operators and Support Vector Kernels.
