Reliable Reasoning: Induction and Statistical Learning Theory (Jean Nicod Lectures)
Harman, Gilbert; Kulkarni, Sanjeev
Language: English
Published by Bradford Books, 2012
- Softcover
- New
Seller: Ria Christie Collections, Uxbridge, United KingdomRia Christie Collections
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In English.
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- Title
- Reliable Reasoning: Induction and Statistical Learning Theory (Jean Nicod Lectures)
- Author
- Harman, Gilbert; Kulkarni, Sanjeev
- Publisher
- Bradford Books
- Publication year
- 2012
- Condition
- New
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 0262517345
- ISBN 13
- 9780262517348
- Item weight
- 280 grams
In Reliable Reasoning, Gilbert Harman and Sanjeev Kulkarni—a philosopher and an engineer—argue that philosophy and cognitive science can benefit from statistical learning theory (SLT), the theory that lies behind recent advances in machine learning. The philosophical problem of induction, for example, is in part about the reliability of inductive reasoning, where the reliability of a method is measured by its statistically expected percentage of errors—a central topic in SLT.
After discussing philosophical attempts to evade the problem of induction, Harman and Kulkarni provide an admirably clear account of the basic framework of SLT and its implications for inductive reasoning. They explain the Vapnik-Chervonenkis (VC) dimension of a set of hypotheses and distinguish two kinds of inductive reasoning. The authors discuss various topics in machine learning, including nearest-neighbor methods, neural networks, and support vector machines. Finally, they describe transductive reasoning and suggest possible new models of human reasoning suggested by developments in SLT.
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About the Author
Sanjeev Kulkarni is Professor of Electrical Engineering and an associated faculty member of the Department of Philosophy at Princeton University with many publications in statistical learning theory.
"About the title" may belong to another edition of this title.
Ria Christie Collections
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