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Some new bounds for Epsilon-nets

Published: 01 May 1990 Publication History

Abstract

Given any natural number d, 0 < ε < 1, let ƒd(ε) denote the smallest integer ƒ such that every range space of Vapnik-Chervonenkis dimension d has an ε-net of size at most ƒ We solve a problem of Haussler and Welzl by showing that if d ≥ 2, then ƒd(ε) > 1/48 d/ε log 1/ ε which is not far from being optimal, if d is fixed and ε → 0. Further, we prove that ƒ1(ε) = max(2,⌈1/ε⌉ - 1), and similar bounds are established for some special classes of range spaces of Vapnik-Chervonenkis dimension three.

References

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P. K. Agarwal, A deterministic algorithm for partitioning arrangements of lines and its applications, Proceedings 5th Annual Symposium on Computational Geometry, Saarbr~cken, 1989, 11-22.
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A. Blumer, A. Ehrenfeucht, D. Haussler and M. Warmuth, Classifying learnable geometric concepts with the Vapnik-Chervonenkis dimension, JACM 36, 1989.
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B. Chazelle and 3. Friedman, A deterministic view of random sampling and its use in geometry, Proc. 29th IEEE FOCS, 1988, 539-549.
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B. Chazelle and E. Welzl, Quasi-Optimal Range Searching and VC-Dimensions, Discrete &amp; Computational Geometry 4, 1989, 467-490.
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K. Clarkson, New applications of random sampling in computational geometry, Discrete &amp; Computational Geometry 2, 1987, 195-222.
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H. Edelsbrunner, "Algorithms in Combinatorial Geometry", EATCS Monographs in Theor. Computer Science, Springer Verlag, Berlin 1987'.
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J. Matou~ek, Construction of e-nets, Proceedings 5tb Annual Symposium on Computational Geometry, Saarbr~cken, 1989, 1-10.
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cover image ACM Conferences
SCG '90: Proceedings of the sixth annual symposium on Computational geometry
May 1990
371 pages
ISBN:0897913620
DOI:10.1145/98524
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Published: 01 May 1990

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SOCG: 6th Annual Conference on Computational Geometry
June 7 - 9, 1990
California, Berkley, USA

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