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SIAM J. Math. Data Sci.
2019
2024
2019
2024
Keyphrases
Publications
volume 6, number 1, 2024
Elisa Negrini
,
Levon Nurbekyan
Applications of No-Collision Transportation Maps in Manifold Learning.
SIAM J. Math. Data Sci.
6 (1) (2024)
Hwanwoo Kim
,
Daniel Sanz-Alonso
,
Ruiyi Yang
Optimization on Manifolds via Graph Gaussian Processes.
SIAM J. Math. Data Sci.
6 (1) (2024)
Yi Yu
,
Oscar Hernan Madrid Padilla
,
Daren Wang
,
Alessandro Rinaldo
Network Online Change Point Localization.
SIAM J. Math. Data Sci.
6 (1) (2024)
Francis Bach
High-Dimensional Analysis of Double Descent for Linear Regression with Random Projections.
SIAM J. Math. Data Sci.
6 (1) (2024)
Michal Derezinski
,
Elizaveta Rebrova
Sharp Analysis of Sketch-and-Project Methods via a Connection to Randomized Singular Value Decomposition.
SIAM J. Math. Data Sci.
6 (1) (2024)
Haoyu Zhao
,
Konstantin Burlachenko
,
Zhize Li
,
Peter Richtárik
Faster Rates for Compressed Federated Learning with Client-Variance Reduction.
SIAM J. Math. Data Sci.
6 (1) (2024)
Daniel LeJeune
,
Pratik Patil
,
Hamid Javadi
,
Richard G. Baraniuk
,
Ryan J. Tibshirani
Asymptotics of the Sketched Pseudoinverse.
SIAM J. Math. Data Sci.
6 (1) (2024)
Alec Koppel
,
Joe Eappen
,
Sujay Bhatt
,
Cole Hawkins
,
Sumitra Ganesh
Online MCMC Thinning with Kernelized Stein Discrepancy.
SIAM J. Math. Data Sci.
6 (1) (2024)
Anatoli B. Juditsky
,
Arkadi Nemirovski
On Design of Polyhedral Estimates in Linear Inverse Problems.
SIAM J. Math. Data Sci.
6 (1) (2024)
volume 6, number 2, 2024
Yehuda Dar
,
Daniel LeJeune
,
Richard G. Baraniuk
The Common Intuition to Transfer Learning Can Win or Lose: Case Studies for Linear Regression.
SIAM J. Math. Data Sci.
6 (2) (2024)
Seonho Kim
,
Kiryung Lee
Max-Affine Regression via First-Order Methods.
SIAM J. Math. Data Sci.
6 (2) (2024)
Sinan G. Aksoy
,
Ilya Amburg
,
Stephen J. Young
Scalable Tensor Methods for Nonuniform Hypergraphs.
SIAM J. Math. Data Sci.
6 (2) (2024)
Adrien Vacher
,
Boris Muzellec
,
Francis R. Bach
,
François-Xavier Vialard
,
Alessandro Rudi
Optimal Estimation of Smooth Transport Maps with Kernel SoS.
SIAM J. Math. Data Sci.
6 (2) (2024)
Cédric Gerbelot
,
Emanuele Troiani
,
Francesca Mignacco
,
Florent Krzakala
,
Lenka Zdeborová
Rigorous Dynamical Mean-Field Theory for Stochastic Gradient Descent Methods.
SIAM J. Math. Data Sci.
6 (2) (2024)
YoonHaeng Hur
,
Wenxuan Guo
,
Tengyuan Liang
Reversible Gromov-Monge Sampler for Simulation-Based Inference.
SIAM J. Math. Data Sci.
6 (2) (2024)
Wenlong Mou
,
Nhat Ho
,
Martin J. Wainwright
,
Peter L. Bartlett
,
Michael I. Jordan
A Diffusion Process Perspective on Posterior Contraction Rates for Parameters.
SIAM J. Math. Data Sci.
6 (2) (2024)
Tamir Bendory
,
Dan Edidin
The Sample Complexity of Sparse Multireference Alignment and Single-Particle Cryo-Electron Microscopy.
SIAM J. Math. Data Sci.
6 (2) (2024)
Hao Liu
,
Wenjing Liao
Learning Functions Varying along a Central Subspace.
SIAM J. Math. Data Sci.
6 (2) (2024)
Chiwei Yan
,
James Johndrow
,
Dawn Woodard
,
Yanwei Sun
Efficiency of ETA Prediction.
SIAM J. Math. Data Sci.
6 (2) (2024)
Yu Tian
,
Renaud Lambiotte
Structural Balance and Random Walks on Complex Networks with Complex Weights.
SIAM J. Math. Data Sci.
6 (2) (2024)
Stanislav Minsker
,
Mohamed Ndaoud
,
Lang Wang
Robust and Tuning-Free Sparse Linear Regression via Square-Root Slope.
SIAM J. Math. Data Sci.
6 (2) (2024)
Stanislav Minsker
,
Nate Strawn
The Geometric Median and Applications to Robust Mean Estimation.
SIAM J. Math. Data Sci.
6 (2) (2024)
volume 6, number 3, 2024
Matthias Beckmann
,
Nick Heilenkötter
Equivariant Neural Networks for Indirect Measurements.
SIAM J. Math. Data Sci.
6 (3) (2024)
volume 5, number 2, 2023
Shayan Aziznejad
,
Joaquim Campos
,
Michael Unser
Measuring Complexity of Learning Schemes Using Hessian-Schatten Total Variation.
SIAM J. Math. Data Sci.
5 (2) (2023)
Filipa Valdeira
,
Ricardo Ferreira
,
Alessandra Micheletti
,
Cláudia Soares
Probabilistic Registration for Gaussian Process Three-Dimensional Shape Modelling in the Presence of Extensive Missing Data.
SIAM J. Math. Data Sci.
5 (2) (2023)
Keaton Hamm
,
Nick Henscheid
,
Shujie Kang
Wassmap: Wasserstein Isometric Mapping for Image Manifold Learning.
SIAM J. Math. Data Sci.
5 (2) (2023)
Gilles Mordant
,
Axel Munk
Statistical Analysis of Random Objects Via Metric Measure Laplacians.
SIAM J. Math. Data Sci.
5 (2) (2023)
volume 5, number 3, 2023
Jie Jiang
,
Xiaojun Chen
Optimality Conditions for Nonsmooth Nonconvex-Nonconcave Min-Max Problems and Generative Adversarial Networks.
SIAM J. Math. Data Sci.
5 (3) (2023)
Bora Yongacoglu
,
Gürdal Arslan
,
Serdar Yüksel
Satisficing Paths and Independent Multiagent Reinforcement Learning in Stochastic Games.
SIAM J. Math. Data Sci.
5 (3) (2023)
Boris Landa
,
Xiuyuan Cheng
Robust Inference of Manifold Density and Geometry by Doubly Stochastic Scaling.
SIAM J. Math. Data Sci.
5 (3) (2023)
Andreas Habring
,
Martin Holler
A Note on the Regularity of Images Generated by Convolutional Neural Networks.
SIAM J. Math. Data Sci.
5 (3) (2023)
Erhan Bayraktar
,
Ali Devran Kara
Approximate Q Learning for Controlled Diffusion Processes and Its Near Optimality.
SIAM J. Math. Data Sci.
5 (3) (2023)
Kiryung Lee
,
Dominik Stöger
Randomly Initialized Alternating Least Squares: Fast Convergence for Matrix Sensing.
SIAM J. Math. Data Sci.
5 (3) (2023)
Henri Riihimäki
Simplicial \({\boldsymbol{q}}\) -Connectivity of Directed Graphs with Applications to Network Analysis.
SIAM J. Math. Data Sci.
5 (3) (2023)
Liwei Jiang
,
Yudong Chen
,
Lijun Ding
Algorithmic Regularization in Model-Free Overparametrized Asymmetric Matrix Factorization.
SIAM J. Math. Data Sci.
5 (3) (2023)
Eustasio del Barrio
,
Alberto González-Sanz
,
Jean-Michel Loubes
,
Jonathan Niles-Weed
An Improved Central Limit Theorem and Fast Convergence Rates for Entropic Transportation Costs.
SIAM J. Math. Data Sci.
5 (3) (2023)
volume 5, number 4, 2023
Yifan Zhang
,
Joe Kileel
Moment Estimation for Nonparametric Mixture Models through Implicit Tensor Decomposition.
SIAM J. Math. Data Sci.
5 (4) (2023)
Daniel Beaglehole
,
Mikhail Belkin
,
Parthe Pandit
On the Inconsistency of Kernel Ridgeless Regression in Fixed Dimensions.
SIAM J. Math. Data Sci.
5 (4) (2023)
Matteo Cacciola
,
Antonio Frangioni
,
Xinlin Li
,
Andrea Lodi
Deep Neural Networks Pruning via the Structured Perspective Regularization.
SIAM J. Math. Data Sci.
5 (4) (2023)
Nicolas Keriven
Entropic Optimal Transport on Random Graphs.
SIAM J. Math. Data Sci.
5 (4) (2023)
Nikhil Ghosh
,
Mikhail Belkin
A Universal Trade-off Between the Model Size, Test Loss, and Training Loss of Linear Predictors.
SIAM J. Math. Data Sci.
5 (4) (2023)
Gero Friesecke
,
Maximilian Penka
The GenCol Algorithm for High-Dimensional Optimal Transport: General Formulation and Application to Barycenters and Wasserstein Splines.
SIAM J. Math. Data Sci.
5 (4) (2023)
Eldad Haber
,
Moshe Eliasof
,
Luis Tenorio
Estimating a Potential Without the Agony of the Partition Function.
SIAM J. Math. Data Sci.
5 (4) (2023)
Kevin Miller
,
Jeff Calder
Poisson Reweighted Laplacian Uncertainty Sampling for Graph-Based Active Learning.
SIAM J. Math. Data Sci.
5 (4) (2023)
Michael Perlmutter
,
Alexander Tong
,
Feng Gao
,
Guy Wolf
,
Matthew J. Hirn
Understanding Graph Neural Networks with Generalized Geometric Scattering Transforms.
SIAM J. Math. Data Sci.
5 (4) (2023)
Ramchandran Muthukumar
,
Jeremias Sulam
Adversarial Robustness of Sparse Local Lipschitz Predictors.
SIAM J. Math. Data Sci.
5 (4) (2023)
Brent Sprangers
,
Nick Vannieuwenhoven
Group-Invariant Tensor Train Networks for Supervised Learning.
SIAM J. Math. Data Sci.
5 (4) (2023)
Yihang Gao
,
Michael K. Ng
,
Mingjie Zhou
Approximating Probability Distributions by Using Wasserstein Generative Adversarial Networks.
SIAM J. Math. Data Sci.
5 (4) (2023)
Zaiwei Chen
,
John-Paul Clarke
,
Siva Theja Maguluri
Target Network and Truncation Overcome the Deadly Triad in \(\boldsymbol{Q}\)-Learning.
SIAM J. Math. Data Sci.
5 (4) (2023)
Aaron Berk
,
Simone Brugiapaglia
,
Tim Hoheisel
LASSO Reloaded: A Variational Analysis Perspective with Applications to Compressed Sensing.
SIAM J. Math. Data Sci.
5 (4) (2023)