activity
20142025
most citedOn sparse identification of complex dynamical systems: A study on discovering influential reactions in chemical reaction networks

11 citations · 13 across the 10 of their papers we have counts for

collaborators

10 papers

physics.comp-ph2025

Machine learning models for Si nanoparticle growth in nonthermal plasma

Matt Raymond, Paolo Elvati, Jacob C. Saldinger +3

Nanoparticles (NPs) formed in nonthermal plasmas (NTPs) can have unique properties and applications. However, modeling their growth in these environments presents significant chall…

cs.LG2024

Joint Optimization of Piecewise Linear Ensembles

Matt Raymond, Angela Violi, Clayton Scott

Tree ensembles achieve state-of-the-art performance on numerous prediction tasks. We propose oint ptimization of iecewise inear $\te…

cs.LG2024

Universal Feature Selection for Simultaneous Interpretability of Multitask Datasets

Matt Raymond, Jacob Charles Saldinger, Paolo Elvati +2

Extracting meaningful features from complex, high-dimensional datasets across scientific domains remains challenging. Current methods often struggle with scalability, limiting thei…

physics.chem-ph2020★ 11 cited

On sparse identification of complex dynamical systems: A study on discovering influential reactions in chemical reaction networks

Farshad Harirchi, Doohyun Kim, Omar Khalil +5

A wide variety of real life complex networks are prohibitively large for modeling, analysis and control. Understanding the structure and dynamics of such networks entails creating…

q-bio.BM2020

Antiviral Drug-Membrane Permeability: the Viral Envelope and Cellular Organelles

Changjiang Liu, Paolo Elvati, Angela Violi

To shorten the time required to find effective new drugs, like antivirals, a key parameter to consider is membrane permeability, as a compound intended for an intracellular target…

physics.chem-ph2017

Spatial Dependence of Polycyclic Aromatic Compounds Growth in Counterflow Flames

Qi Wang, Paolo Elvati, Doohyun Kim +5

The formation mechanisms of aromatic compounds in flame are strongly influenced by the chemical and thermal history that leads to their formation. Indeed, the complex environments…