Kyle Gilman

Engineering · University of Michigan

Early career · publishing since 2019

Sparse and Compressive Sensing Techniques Tensor decomposition and applications Advanced Neuroimaging Techniques and Applications Blind Source Separation Techniques Advanced Neural Network Applications

Publications

Citations

Est. group size

—

Recurring co-author estimate

Active years

Publishing since 2019

In context

Among 583 early career Engineering PIs within our index

Citations: 78cohort median 150

Publications / year (recent): 1.4cohort median 2.6

Typically publishes in teams of ~2 · 82% small-team papers (≤3 authors) · across 5 venues

Publication cadence

Publications per year over the last 10 years — averaging 1.4/year recently

Collaborators per year

Distinct co-authors at University of Michigan each year — a rough indication of whether the group around this researcher has been growing or contracting. An estimate from co-authorship, not a roster: collaborators are not necessarily lab members, and recent years can be under-counted while indexing catches up.

Recent publications

A Semidefinite Relaxation for Sums of Heterogeneous Quadratic Forms on the Stiefel Manifold
SIAM Journal on Matrix Analysis and Applications · 2025
Streaming Heteroscedastic Probabilistic PCA with Missing Data
arXiv (Cornell University) · 2023
Grassmannian Optimization for Online Tensor Completion and Tracking With the t-SVD
IEEE Transactions on Signal Processing · 2022
A Semidefinite Relaxation for Sums of Heterogeneous Quadratic Forms on the Stiefel Manifold
arXiv (Cornell University) · 2022
Split Bregman optimizer for online generalized CP tensor decomposition.
OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information) · 2022
Majorize-Minimize Algorithms for Streaming Generalized Canonical Polyadic Tensor Decompositions.
OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information) · 2022
Scalable Algorithms Using Optimization on Orthogonal Matrix Manifolds
Deep Blue (University of Michigan) · 2022
HePPCAT: Probabilistic PCA for Data With Heteroscedastic Noise
IEEE Transactions on Signal Processing · 2021
Online Tensor Completion and Free Submodule Tracking With The T-SVD
2020
Grassmannian Optimization for Online Tensor Completion and Tracking in the t-SVD Algebra.
arXiv (Cornell University) · 2020
Panoramic Video Separation with Online Grassmannian Robust Subspace Estimation
2019

Publishes in

arXiv (Cornell University)×3
IEEE Transactions on Signal Processing×2
OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)×2
Deep Blue (University of Michigan)×1
SIAM Journal on Matrix Analysis and Applications×1

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This profile was generated automatically from public scholarly data (OpenAlex). Group size and activity levels are estimates derived from co-authorship patterns.

Last updated Jul 25, 2026.

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