activity
20172026
most citedRandomized Nonnegative Matrix Factorization

58 citations · 129 across the 4 of their papers we have counts for

collaborators

6 papers

math.HO2026

Community-driven data science practices

Atilio Barreda, Carrie Diaz Eaton, Sam Hansen +11

Mathematics researchers are becoming more involved with research questions at the interface of data science and social justice. This type of research needs to be grounded in the ne…

math.HO2023★ 3 cited

Data science and social justice in the mathematics community

Quindel Jones, Andrés R. Vindas Meléndez, Ariana Mendible +5

Data science for social justice (DS4SJ) is data-scientific work that supports the liberation of oppressed and marginalized people. By nature, this work lies at the intersection of…

physics.flu-dyn2021

Data-driven Modeling of Two-Dimensional Detonation Wave Fronts

Ariana Mendible, Weston Lowrie, Steven L. Brunton +1

Historical experimental testing of high-altitude nuclear explosions (HANEs) are known to cause severe and detrimental effects to radio frequency signals and communications infrastr…

math.DS2020★ 25 cited

Data-driven Modeling of Rotating Detonation Waves

Ariana Mendible, James Koch, Henning Lange +2

The direct monitoring of a rotating detonation engine (RDE) combustion chamber has enabled the observation of combustion front dynamics that are composed of a number of co- and/or…

physics.comp-ph2019★ 43 cited

Dimensionality Reduction and Reduced Order Modeling for Traveling Wave Physics

Ariana Mendible, Steven L. Brunton, Aleksandr Y. Aravkin +2

We develop an unsupervised machine learning algorithm for the automated discovery and identification of traveling waves in spatio-temporal systems governed by partial differential…

stat.ML2017★ 58 cited

Randomized Nonnegative Matrix Factorization

N. Benjamin Erichson, Ariana Mendible, Sophie Wihlborn +1

Nonnegative matrix factorization (NMF) is a powerful tool for data mining. However, the emergence of `big data' has severely challenged our ability to compute this fundamental deco…