Machine Learning, Meta-Reasoning and Logics
This book contains a selection of papers presented at the International Workshop Machine Learning, Meta-Reasoning and Logics held in Hotel de Mar in Sesimbra, Portugal, 15-17 February 1988. All the papers were edited afterwards. The Workshop encompassed several fields of Artificial Intelligence: Mac...
| Other Authors: | , |
|---|---|
| Format: | eBook |
| Language: | English |
| Published: |
New York, NY
Springer US
1990, 1990
|
| Edition: | 1st ed. 1990 |
| Series: | The Springer International Series in Engineering and Computer Science
|
| Subjects: | |
| Online Access: | |
| Collection: | Springer Book Archives -2004 - Collection details see MPG.ReNa |
Table of Contents:
- I. Meta-Reasoning and Machine Learning
- A Metalevel Manifesto
- A Sketch of Autonomous Learning using Declarative Bias
- Shift of Bias as Non-Monotonic Reasoning
- Mutual Constraints on Representation and Inference
- Meta-Reasoning: Transcription of Invited Lecture by Luigia Aiello
- II. Reasoning About Proofs and Explanations
- Overgenerality in Explanation-Based Generalization
- A Tool for the Management of Incomplete Theories: Reasoning about Explanations
- A Comparison of Rule and Exemplar-Based Learning Systems
- Discovery and Revision via Incremental Hill Climbing
- Learning from Imperfect Data
- III. Foundations of AI and Machine Learning
- Knowledge Revision and Multiple Extensions
- Minimal Change—A Criterion for Choosing between Competing Models
- Hierarchic Autoepistemic Theories for Nonmonotonic Reasoning: Preliminary Report
- Automated Quantified Modal Logic