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Induction : processes of inference, learning, and discovery
Includes appendix 12A: a walking tour of the computational ideas underlying classifier systems.Two psychologists, a computer scientist, and a philosopher have collaborated to present a framework for understanding processes of inductive reasoning and learning in organisms and machines. Theirs is the first major effort to bring the ideas of several disciplines to bear on a subject that has been a…
- Edition
- -
- ISBN/ISSN
- 0262081601
- Collation
- 1 online resource (xvi, 398 pages) : illustrations.
- Series Title
- -
- Call Number
- 100 HOL i
Unsupervised learning :foundations of neural computation
A Bradford book."OCLC-licensed vendor bibliographic record.
- Edition
- -
- ISBN/ISSN
- 9780262288033
- Collation
- 1 online resource (xvi, 398 pages) :illustrations.
- Series Title
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- Call Number
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Concepts, kinds, and cognitive development
In Concepts, Kinds, and Cognitive Development, Frank C. Keil provides a coherent account of how concepts and word meanings develop in children, adding to our understanding of the representational nature of concepts and word meanings at all ages. "A Bradford book."Includes indexes.OCLC-licensed vendor bibliographic record.
- Edition
- -
- ISBN/ISSN
- 9780262276900
- Collation
- 1 online resource (xv, 328 pages) :illustrations.
- Series Title
- -
- Call Number
- -
Introduction to statistical relational learning
"Index" : an online index is available on the book webpage at http://www.cs.umd.edu/srl-book/index.htm.Advanced statistical modeling and knowledge representation techniques for a newly emerging area of machine learning and probabilistic reasoning; includes introductory material, tutorials for different proposed approaches, and applications.OCLC-licensed vendor bibliographic record.
- Edition
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- ISBN/ISSN
- 9780262256230
- Collation
- 1 online resource (ix, 586 pages) :illustrations.
- Series Title
- -
- Call Number
- -
Machine Learning (Revised And Updated Edition)
"An updated introduction for generalists to this powerful technology, its applications and possible future directions"--OCLC-licensed vendor bibliographic record.
- Edition
- Revised and updated edition.
- ISBN/ISSN
- 9780262365369
- Collation
- 1 online resource.
- Series Title
- -
- Call Number
- -
Advances in large margin classifiers
The concept of large margins is a unifying principle for the analysis of many different approaches to the classification of data from examples, including boosting, mathematical programming, neural networks, and support vector machines. The fact that it is the margin, or confidence level, of a classification--that is, a scale parameter--rather than a raw training error that matters has become a …
- Edition
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- ISBN/ISSN
- 9780262283977
- Collation
- 1 online resource (vi, 412 pages) :illustrations.
- Series Title
- -
- Call Number
- -
Advances in minimum description length :theory and applications
A source book for state-of-the-art MDL, including an extensive tutorial and recent theoretical advances and practical applications in fields ranging from bioinformatics to psychology.The process of inductive inference--to infer general laws and principles from particular instances--is the basis of statistical modeling, pattern recognition, and machine learning. The Minimum Descriptive Length (M…
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- ISBN/ISSN
- 9780262274463
- Collation
- 1 online resource (x, 444 pages) :illustrations.
- Series Title
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- Call Number
- -
An odyssey in learning and perception
"A Bradford book."Collection of articles in perception and action, published from the 1930's to the present.Collection of articles in perception and action, published from the 1930's to the present.OCLC-licensed vendor bibliographic record.
- Edition
- -
- ISBN/ISSN
- 9780262273794
- Collation
- 1 online resource (xvi, 638 pages) :illustrations.
- Series Title
- -
- Call Number
- -
The Development of speech perception: the transition from speech sounds to sp…
This comprehensive collection of current research in the development of speech perception and perceptual learning documents the striking changes that take place both in early childhood and throughout life and speculates about the mechanisms responsible for those changes. The findings reported from this rich and active field address the role of growing linguistic knowledge and experience and dem…
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- ISBN/ISSN
- 9780262274081
- Collation
- 1 online resource (xii, 351 pages) :illustrations
- Series Title
- -
- Call Number
- -
An introduction to computational learning theory
Emphasizing issues of computational efficiency, Michael Kearns and Umesh Vazirani introduce a number of central topics in computational learning theory for researchers and students in artificial intelligence, neural networks, theoretical computer science, and statistics.Computational learning theory is a new and rapidly expanding area of research that examines formal models of induction with th…
- Edition
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- ISBN/ISSN
- 0585350531
- Collation
- 1 online resource (xii, 207 pages) :illustrations
- Series Title
- -
- Call Number
- 005 KEA i
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