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Fast Regression Algorithms Using Spectral Graph Theory

Fast Regression Algorithms Using Spectral Graph Theory. Richard Peng. Outline. Regression: why and how Spectra: fast solvers Graphs: tree embeddings. Learning / Inference. Find (hidden) pattern in (noisy) data. Input signal, s:. Output:. Regression. p ≥ 1: convex

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Scalable Knowledge Representation and Reasoning Systems

Scalable Knowledge Representation and Reasoning Systems. Henry Kautz AT&amp;T Shannon Laboratories. Introduction. In recent years, we've seen substantial progress in scaling up knowledge representation and reasoning systems Shift from toy domains to real-world applications

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825 views • 64 slides

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