Filter by
Nearest-neighbor methods in learning and vision :theory and practice
" ... held in Whistler, British Columbia ... annual conference on Neural Information Processing Systems (NIPS) in December 2003"--Preface.Regression and classification methods based on similarity of the input to stored examples have not been widely used in applications involving very large sets of high-dimensional data. Recent advances in computational geometry and machine learning, however, ma…
- شامل کریں
- -
- آئی ایس بی این/آئی ایس ایس این
- 9780262256957
- Collation
- 1 online resource (vi, 252 pages) :illustrations.
- سلسلہ عنوان
- -
- حوالہ نمبر
- -
Learning Kernel Classifiers: Theory and Algorithms
Linear classifiers in kernel spaces have emerged as a major topic within the field of machine learning. The kernel technique takes the linear classifier--a limited, but well-established and comprehensively studied model--and extends its applicability to a wide range of nonlinear pattern-recognition tasks such as natural language processing, machine vision, and biological sequence analysis. This…
- شامل کریں
- 1
- آئی ایس بی این/آئی ایس ایس این
- 9780262256339
- Collation
- -
- سلسلہ عنوان
- -
- حوالہ نمبر
- -
Truth from Trash: How Learning Makes Sense
AnnotationOCLC-licensed vendor bibliographic record.
- شامل کریں
- -
- آئی ایس بی این/آئی ایس ایس این
- 9780262284981
- Collation
- 1 online resource (126 pages).
- سلسلہ عنوان
- -
- حوالہ نمبر
- -
Cognitive Carpentry: A Blueprint for How to Build a Person
A sequel to Pollock's How to Build a Person, this volume builds upon that theoretical groundwork for the implementation of rationality through artificial intelligence. Pollock argues that progress in AI has stalled because of its creators' reliance upon unformulated intuitions about rationality. Instead, he bases the OSCAR architecture upon an explicit philosophical theory of rationality, encom…
- شامل کریں
- -
- آئی ایس بی این/آئی ایس ایس این
- 9780262281751
- Collation
- 1 online resource (xiii, 377 pages) :illustrations
- سلسلہ عنوان
- -
- حوالہ نمبر
- -
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…
- شامل کریں
- -
- آئی ایس بی این/آئی ایس ایس این
- 0262081601
- Collation
- 1 online resource (xvi, 398 pages) : illustrations.
- سلسلہ عنوان
- -
- حوالہ نمبر
- 100 HOL i
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.
- شامل کریں
- -
- آئی ایس بی این/آئی ایس ایس این
- 9780262256230
- Collation
- 1 online resource (ix, 586 pages) :illustrations.
- سلسلہ عنوان
- -
- حوالہ نمبر
- -
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.
- شامل کریں
- Revised and updated edition.
- آئی ایس بی این/آئی ایس ایس این
- 9780262365369
- Collation
- 1 online resource.
- سلسلہ عنوان
- -
- حوالہ نمبر
- -
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 …
- شامل کریں
- -
- آئی ایس بی این/آئی ایس ایس این
- 9780262283977
- Collation
- 1 online resource (vi, 412 pages) :illustrations.
- سلسلہ عنوان
- -
- حوالہ نمبر
- -
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…
- شامل کریں
- -
- آئی ایس بی این/آئی ایس ایس این
- 9780262274463
- Collation
- 1 online resource (x, 444 pages) :illustrations.
- سلسلہ عنوان
- -
- حوالہ نمبر
- -
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…
- شامل کریں
- -
- آئی ایس بی این/آئی ایس ایس این
- 0585350531
- Collation
- 1 online resource (xii, 207 pages) :illustrations
- سلسلہ عنوان
- -
- حوالہ نمبر
- 005 KEA i
Computer Science, Information & General Works 
Philosophy & Psychology 
Religion 
Social Sciences 
زبان 
Pure Science 
Applied Sciences 
Art & Recreation 
Literature 
History & Geography