Keaton Hamm

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 43

Top Topics

Robust Principal Component Analysis

Singular Value Decomposition

Subspace Clustering

Top Venues

Adv. Comput. Math.

Frontiers Appl. Math. Stat.

IEEE Signal Process. Lett.

Publications

Brian Bell, Michael Geyer, David Glickenstein, Keaton Hamm, Carlos Scheidegger, Amanda S. Fernandez, Juston Moore
Persistent Classification: A New Approach to Stability of Data and Adversarial Examples. CoRR (2024)
Reyan Ahmed, Keaton Hamm, Stephen G. Kobourov, Mohammad Javad Latifi Jebelli, Faryad Darabi Sahneh, Richard Spence
Multi-Priority Graph Sparsification. CoRR (2023)
Keaton Hamm, Varun Khurana
Lattice Approximations in Wasserstein Space. CoRR (2023)
Keaton Hamm, Zhaoying Lu, Wenbo Ouyang, Hao Helen Zhang
Boosting Nyström Method. CoRR (2023)
Abu Reyan Ahmed, Keaton Hamm, Stephen G. Kobourov, Mohammad Javad Latifi Jebelli, Faryad Darabi Sahneh, Richard Spence
Multi-priority Graph Sparsification. IWOCA (2023)
Alexander Cloninger, Keaton Hamm, Varun Khurana, Caroline Moosmüller
Linearized Wasserstein dimensionality reduction with approximation guarantees. CoRR (2023)
Keaton Hamm, Caroline Moosmüller, Bernhard Schmitzer, Matthew Thorpe
Manifold learning in Wasserstein space. CoRR (2023)
Keaton Hamm, Nick Henscheid, Shujie Kang
Wassmap: Wasserstein Isometric Mapping for Image Manifold Learning. SIAM J. Math. Data Sci. 5 (2) (2023)
Keaton Hamm, Andrzej Korzeniowski
On Wasserstein distances for affine transformations of random vectors. CoRR (2023)
Keaton Hamm, Nick Henscheid, Shujie Kang
Wassmap: Wasserstein Isometric Mapping for Image Manifold Learning. CoRR (2022)
Keaton Hamm, Mohamed Meskini, HanQin Cai
Riemannian CUR Decompositions for Robust Principal Component Analysis. TAG-ML (2022)
Keaton Hamm, Mohamed Meskini, HanQin Cai
Riemannian CUR Decompositions for Robust Principal Component Analysis. CoRR (2022)
Keaton Hamm
Generalized Pseudoskeleton Decompositions. CoRR (2022)
Abu Reyan Ahmed, Greg Bodwin, Keaton Hamm, Stephen G. Kobourov, Richard Spence
On Additive Spanners in Weighted Graphs with Local Error. WG (2021)
Abu Reyan Ahmed, Md Asadullah Turja, Faryad Darabi Sahneh, Mithun Ghosh, Keaton Hamm, Stephen G. Kobourov
Computing Steiner Trees using Graph Neural Networks. CoRR (2021)
HanQin Cai, Keaton Hamm, Longxiu Huang, Deanna Needell
Mode-wise Tensor Decompositions: Multi-dimensional Generalizations of CUR Decompositions. CoRR (2021)
Reeshad Arian, Keaton Hamm
On Matrix Factorizations in Subspace Clustering. CoRR (2021)
Abu Reyan Ahmed, Greg Bodwin, Faryad Darabi Sahneh, Keaton Hamm, Stephen G. Kobourov, Richard Spence
Multi-Level Weighted Additive Spanners. SEA (2021)
David Glickenstein, Keaton Hamm, Xiaoming Huo, Yajun Mei, Martin Stoll
Editorial: Mathematical Fundamentals of Machine Learning. Frontiers Appl. Math. Stat. 7 (2021)
Abu Reyan Ahmed, Greg Bodwin, Keaton Hamm, Stephen G. Kobourov, Richard Spence
Weighted Sparse and Lightweight Spanners with Local Additive Error. CoRR (2021)
HanQin Cai, Keaton Hamm, Longxiu Huang, Deanna Needell
Robust CUR Decomposition: Theory and Imaging Applications. SIAM J. Imaging Sci. 14 (4) (2021)
Abu Reyan Ahmed, Greg Bodwin, Faryad Darabi Sahneh, Keaton Hamm, Stephen G. Kobourov, Richard Spence
Multi-level Weighted Additive Spanners. CoRR (2021)
HanQin Cai, Keaton Hamm, Longxiu Huang, Jiaqi Li, Tao Wang
Rapid Robust Principal Component Analysis: CUR Accelerated Inexact Low Rank Estimation. IEEE Signal Process. Lett. 28 (2021)
HanQin Cai, Keaton Hamm, Longxiu Huang, Deanna Needell
Robust CUR Decomposition: Theory and Imaging Applications. CoRR (2021)
HanQin Cai, Keaton Hamm, Longxiu Huang, Deanna Needell
Mode-wise Tensor Decompositions: Multi-dimensional Generalizations of CUR Decompositions. J. Mach. Learn. Res. 22 (2021)
Keaton Hamm, Longxiu Huang
Perturbations of CUR Decompositions. SIAM J. Matrix Anal. Appl. 42 (1) (2021)
HanQin Cai, Keaton Hamm, Longxiu Huang, Jiaqi Li, Tao Wang
Rapid Robust Principal Component Analysis: CUR Accelerated Inexact Low Rank Estimation. CoRR (2020)
Keaton Hamm, Longxiu Huang
Stability of Sampling for CUR Decompositions. CoRR (2020)
Abu Reyan Ahmed, Greg Bodwin, Faryad Darabi Sahneh, Keaton Hamm, Mohammad Javad Latifi Jebelli, Stephen G. Kobourov, Richard Spence
Graph spanners: A tutorial review. Comput. Sci. Rev. 37 (2020)
Abu Reyan Ahmed, Faryad Darabi Sahneh, Keaton Hamm, Stephen G. Kobourov, Richard Spence
Kruskal-Based Approximation Algorithm for the Multi-Level Steiner Tree Problem. ESA (2020)
Keaton Hamm, Longxiu Huang
Perturbations of CUR Decompositions. CoRR (2019)
Abu Reyan Ahmed, Greg Bodwin, Faryad Darabi Sahneh, Keaton Hamm, Mohammad Javad Latifi Jebelli, Stephen G. Kobourov, Richard Spence
Graph Spanners: A Tutorial Review. CoRR (2019)
Abu Reyan Ahmed, Keaton Hamm, Mohammad Javad Latifi Jebelli, Stephen G. Kobourov, Faryad Darabi Sahneh, Richard Spence
A General Framework for Multi-level Subsetwise Graph Sparsifiers. CoRR (2019)
Keaton Hamm, Longxiu Huang
Perspectives on CUR Decompositions. CoRR (2019)
Keaton Hamm, Longxiu Huang
CUR Decompositions, Approximations, and Perturbations. CoRR (2019)
Abu Reyan Ahmed, Keaton Hamm, Mohammad Javad Latifi Jebelli, Stephen G. Kobourov, Faryad Darabi Sahneh, Richard Spence
Approximation Algorithms and an Integer Program for Multi-level Graph Spanners. SEA² (2019)
Abu Reyan Ahmed, Keaton Hamm, Mohammad Javad Latifi Jebelli, Stephen G. Kobourov, Faryad Darabi Sahneh, Richard Spence
Approximation algorithms and an integer program for multi-level graph spanners. CoRR (2019)
Keaton Hamm, Jeff Ledford
Cardinal interpolation with general multiquadrics: convergence rates. Adv. Comput. Math. 44 (4) (2018)
Akram Aldroubi, Keaton Hamm, Ahmet Bugra Koku, Ali Sekmen
CUR Decompositions, Similarity Matrices, and Subspace Clustering. Frontiers Appl. Math. Stat. 4 (2018)
Ali Sekmen, Akram Aldroubi, Ahmet Bugra Koku, Keaton Hamm
Matrix resconstruction: Skeleton decomposition versus singular value decomposition. SPECTS (2017)
Akram Aldroubi, Keaton Hamm, Ahmet Bugra Koku, Ali Sekmen
CUR Decompositions, Similarity Matrices, and Subspace Clustering. CoRR (2017)
Ali Sekmen, Akram Aldroubi, Ahmet Bugra Koku, Keaton Hamm
Principal coordinate clustering. IEEE BigData (2017)
Keaton Hamm, Jeff Ledford
Cardinal interpolation with general multiquadrics. Adv. Comput. Math. 42 (5) (2016)
Keaton Hamm
Approximation rates for interpolation of Sobolev functions via Gaussians and allied functions. J. Approx. Theory 189 (2015)