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Best approximation by linear combinations of characteristic functions of half-spaces
Authors:Paul C. Kainen  Andrew Vogt
Affiliation:a Department of Mathematics, Georgetown University, Box 571233, 37th and O Streets N.W., Washington, DC 20057-1233, USA
b Institute of Computer Science, Academy of Sciences of the Czech Republic, P.O. Box 5, 182 07 Prague 8, Czech Republic
Abstract:It is shown that for any positive integer n and any function f in View the MathML source with p∈[1,∞) there exist n half-spaces such that f has a best approximation by a linear combination of their characteristic functions. Further, any sequence of linear combinations of n half-space characteristic functions converging in distance to the best approximation distance has a subsequence converging to a best approximation, i.e., the set of such n-fold linear combinations is an approximatively compact set.
Keywords:Best approximation   Proximinal   Approximatively compact   Boundedly compact   Heaviside perceptron networks   Plane waves
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