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Local Hyper-flow Diffusion


Mar 08, 2021
Kimon Fountoulakis, Pan Li, Shenghao Yang

* 36 pages, 2 figures, 9 tables 

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Graph Convolution for Semi-Supervised Classification: Improved Linear Separability and Out-of-Distribution Generalization


Feb 22, 2021
Aseem Baranwal, Kimon Fountoulakis, Aukosh Jagannath

* 30 pages, 9 figures, 2 tables 

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$p$-Norm Flow Diffusion for Local Graph Clustering


May 20, 2020
Shenghao Yang, Di Wang, Kimon Fountoulakis

* 29 pages, 5 figures, 3 tables 

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Statistical guarantees for local graph clustering


Jun 11, 2019
Wooseok Ha, Kimon Fountoulakis, Michael W. Mahoney

* 33 pages, 4 figures 

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Capacity Releasing Diffusion for Speed and Locality


Jun 10, 2018
Di Wang, Kimon Fountoulakis, Monika Henzinger, Michael W. Mahoney, Satish Rao

* Appeared in ICML 2017. Current version added reference and discussion of work on generalized Cheeger's inequalities 

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Avoiding Synchronization in First-Order Methods for Sparse Convex Optimization


Dec 17, 2017
Aditya Devarakonda, Kimon Fountoulakis, James Demmel, Michael W. Mahoney


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LASAGNE: Locality And Structure Aware Graph Node Embedding


Oct 17, 2017
Evgeniy Faerman, Felix Borutta, Kimon Fountoulakis, Michael W. Mahoney


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A Randomized Rounding Algorithm for Sparse PCA


Nov 22, 2016
Kimon Fountoulakis, Abhisek Kundu, Eugenia-Maria Kontopoulou, Petros Drineas

* 28 pages, 11 figures, 2 tables 

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