2 papers
math.OC2026
Lifting-Free Quadratic Sum-Of-Squares Programming
Gabriel F. Machado, Ross Drummond, Morgan Jones
Quadratic Sum-Of-Squares (QSOS) optimization problems appear in system identification and machine learning, but standard Schur-complement and second-order cone liftings enlarge con…
eess.SY2023
Sparse Identification of Nonlinear Dynamics with Side Information (SINDy-SI)
Gabriel F. Machado, Morgan Jones
Modern societies have an abundance of data yet good system models are rare. Unfortunately, many of the current system identification and machine learning techniques fail to general…