Publication | Closed Access
An elementary proof of a theorem of Johnson and Lindenstrauss
940
Citations
11
References
2002
Year
Mathematical ProgrammingEngineeringVariational AnalysisFunctional AnalysisDiscrete GeometryRandom MappingStochastic GeometryDiscrete MathematicsN PointsRegularization (Mathematics)Computational GeometryApproximation Theory‐Dimensional Euclidean SpaceElementary Probabilistic TechniquesProbability TheoryDimensionality ReductionAlgorithmic Information TheoryElementary ProofReproducing Kernel Method
Abstract A result of Johnson and Lindenstrauss [13] shows that a set of n points in high dimensional Euclidean space can be mapped into an O( log n/ϵ 2 )‐dimensional Euclidean space such that the distance between any two points changes by only a factor of (1 ± ϵ). In this note, we prove this theorem using elementary probabilistic techniques. © 2002 Wiley Periodicals, Inc. Random Struct. Alg., 22: 60–65, 2002
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