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Abstract:Recent theoretical work has identified random projection as a promising dimensionality reduction technique for learning mixtures of Gausians. Here we summarize these results and illustrate them by a wide variety of experiments on synthetic and real data.
* Appears in Proceedings of the Sixteenth Conference on Uncertainty in
Artificial Intelligence (UAI2000)