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Chapter and Conference Paper

Large-Scale Clustering through Functional Embedding

We present a new framework for large-scale data clustering. The main idea is to modify functional dimensionality reduction techniques to directly optimize over discrete labels using stochastic gradient descent...

Frédéric Ratle, Jason Weston… in Machine Learning and Knowledge Discovery i… (2008)