828 citations · 5.6k across the 171 of their papers we have counts for
Showing 2015 · stat.MLShow all
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stat.ML2015★ 7 cited
From random walks to distances on unweighted graphs
Tatsunori B. Hashimoto, Yi Sun, Tommi S. Jaakkola
Large unweighted directed graphs are commonly used to capture relations between entities. A fundamental problem in the analysis of such networks is to properly define the similarit…
stat.ML2015★ 22 cited
Principal Differences Analysis: Interpretable Characterization of Differences between Distributions
Jonas Mueller, Tommi Jaakkola
We introduce principal differences analysis (PDA) for analyzing differences between high-dimensional distributions. The method operates by finding the projection that maximizes the…
stat.ML2015
Structured Prediction: From Gaussian Perturbations to Linear-Time Principled Algorithms
Jean Honorio, Tommi Jaakkola
Margin-based structured prediction commonly uses a maximum loss over all possible structured outputs \cite{Altun03,Collins04b,Taskar03}. In natural language processing, recent work…