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Learning and Geometry: Computational Approaches
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Catalogue Information
Field name
Details
Dewey Class
004.0151
Title
Learning and Geometry: Computational Approaches ([EBook] /) / edited by David W. Kueker, Carl H. Smith.
Added Personal Name
Kueker, David W.
editor.
Smith, Carl H.
editor.
Other name(s)
SpringerLink (Online service)
Publication
Boston, MA : : Birkhäuser Boston, , 1996.
Physical Details
XIV, 212 p. : online resource.
Series
Progress in computer science and applied logic
; 14
ISBN
9781461240884
Summary Note
The field of computational learning theory arose out of the desire to for mally understand the process of learning. As potential applications to artificial intelligence became apparent, the new field grew rapidly. The learning of geo metric objects became a natural area of study. The possibility of using learning techniques to compensate for unsolvability provided an attraction for individ uals with an immediate need to solve such difficult problems. Researchers at the Center for Night Vision were interested in solving the problem of interpreting data produced by a variety of sensors. Current vision techniques, which have a strong geometric component, can be used to extract features. However, these techniques fall short of useful recognition of the sensed objects. One potential solution is to incorporate learning techniques into the geometric manipulation of sensor data. As a first step toward realizing such a solution, the Systems Research Center at the University of Maryland, in conjunction with the Center for Night Vision, hosted a Workshop on Learning and Geometry in January of 1991. Scholars in both fields came together to learn about each others' field and to look for common ground, with the ultimate goal of providing a new model of learning from geometrical examples that would be useful in computer vision. The papers in the volume are a partial record of that meeting.:
Contents note
Learning -- MDL Learning -- PAC Learning, Noise and Geometry -- A Review of Some Extensions to the PAC Learning Model -- Geometry -- Finite Point Sets and Oriented Matroids: Combinatorics in Geometry -- A Survey of Geometric Reasoning Using Algebraic Methods -- Synthetic versus Analytic Geometry for Computers -- Representing Geometric Configurations -- Geometry Theorem Proving in Euclidean, Decartesian, Hilbertian and Computerwise Fashion.
System details note
Online access to this digital book is restricted to subscription institutions through IP address (only for SISSA internal users)
Internet Site
http://dx.doi.org/10.1007/978-1-4612-4088-4
Links to Related Works
Subject References:
Computational Mathematics and Numerical Analysis
.
Computer mathematics
.
Computer Science
.
Computer Science, general
.
Computers and Education
.
Education
.
Geometry
.
Math Applications in Computer Science
.
Mathematics
.
Mathematics Education
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Authors:
Kueker, David W.
.
Smith, Carl H.
.
Corporate Authors:
SpringerLink (Online service)
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Series:
Progress in computer science and applied logic
.
Classification:
004.0151
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