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Incremental Version-Space Merging: A General Framework for Concept Learning

✍ Scribed by Haym Hirsh (auth.)


Publisher
Springer US
Year
1990
Tongue
English
Leaves
123
Series
The Kluwer International Series in Engineering and Computer Science 104
Edition
1
Category
Library

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✦ Synopsis


One of the most enjoyable experiences in science is hearing a simple but novel idea which instantly rings true, and whose consequences then begin to unfold in unforeseen directions. For me, this book presents such an idea and several of its ramifications. This book is concerned with machine learning. It focuses on a quesΒ­ tion that is central to understanding how computers might learn: "how can a computer acquire the definition of some general concept by abstracting from specific training instances of the concept?" Although this question of how to automatically generalize from examples has been considered by many researchers over several decades, it remains only partly answered. The approach developed in this book, based on Haym Hirsh's Ph.D. disΒ­ sertation, leads to an algorithm which efficiently and exhaustively searches a space of hypotheses (possible generalizations of the data) to find all maxiΒ­ mally consistent hypotheses, even in the presence of certain types of inconΒ­ sistencies in the data. More generally, it provides a framework for integratΒ­ ing different types of constraints (e.g., training examples, prior knowledge) which allow the learner to reduce the set of hypotheses under consideration.

✦ Table of Contents


Front Matter....Pages i-xv
Overview....Pages 1-7
Incremental Version-Space Merging....Pages 9-14
The Candidate-Elimination Algorithm: Emulation and Extensions....Pages 15-27
Learning from Data with Bounded Inconsistency....Pages 29-48
Combining Empirical and Analytical Learning....Pages 49-67
Incremental Batch Learning....Pages 69-74
Computational Complexity....Pages 75-82
Theoretical Underpinnings....Pages 83-95
Conclusions....Pages 97-101
Back Matter....Pages 103-115

✦ Subjects


Artificial Intelligence (incl. Robotics)


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