Journal of Machine Learning Research · 2010 · 338 citations · 0 references
ComputingComputer ScienceData ScienceData MiningMachine LearningStatistical LearningDimension ReductionDimensionality ReductionMetric LearningNearest Neighbor SearchSemi-supervised LearningUnsupervised LearningCurse Of DimensionalityDimensionality Reduction For Large DataDistance Metric LearningHigh-dimensional Data MiningHigh-dimensional Nearest Neighbor SearchK-nearest NeighborsUnsupervised Metric LearningVector Space Models
Different aspects of the curse of dimensionality are known to present serious challenges to various machine-learning methods and tasks. This paper explores a new aspect of the dimensionality curse,...