A Convex Parametrization of a New Class of Universal Kernel Functions for use in Kernel Learning. - Brendon K. Colbert; Matthew M. Peet (CoRR, 2017)

Combining SOS with Branch and Bound to Isolate Global Solutions of Polynomial Optimization Problems. - Brendon K. Colbert; Hesameddin Mohammadi; Matthew M. Peet (ACC, 2018)

Using Trajectory Measurements to Estimate the Region of Attraction of Nonlinear Systems. - Brendon K. Colbert; Matthew M. Peet (CDC, 2018)

A Sum of Squares Optimization Approach to Uncertainty Quantification. - Brendon K. Colbert; Luis G. Crespo; Matthew M. Peet (ACC, 2019)

Using SDP to Parameterize Universal Kernel Functions. - Brendon K. Colbert; Matthew M. Peet (CDC, 2019)

On the quantification of aleatory and epistemic uncertainty using Sliced-Normal distributions. - Luis G. Crespo; Brendon K. Colbert; Sean P. Kenny; Daniel P. Giesy (Syst. Control. Lett., 2019)

A Convex Optimization Approach to Improving Suboptimal Hyperparameters of Sliced Normal Distributions. - Brendon K. Colbert; Luis G. Crespo; Matthew M. Peet (ACC, 2020)

A New Algorithm for Tessellated Kernel Learning. - Brendon K. Colbert; Matthew M. Peet (CoRR, 2020)

A Convex Parametrization of a New Class of Universal Kernel Functions. - Brendon K. Colbert; Matthew M. Peet (J. Mach. Learn. Res., 2020)

Robust Estimation of Sliced-Exponential Distributions⋆. - Luis G. Crespo; Brendon K. Colbert; Tanner Slager; Sean P. Kenny (CDC, 2021)

Interval Predictor Models for Robust System Identification*. - Luis G. Crespo; Sean P. Kenny; Brendon K. Colbert; Tanner Slagel (CDC, 2021)

Employing Feature Selection Algorithms to Determine the Immune State of Mice with Rheumatoid Arthritis. - Brendon K. Colbert; Joslyn L. Mangal; Aleksandr Talitckii; Abhinav P. Acharya; Matthew M. Peet (CoRR, 2022)

Efficient Convex Algorithms for Universal Kernel Learning. - Aleksandr Talitckii; Brendon K. Colbert; Matthew M. Peet (J. Mach. Learn. Res., 2024)

Employing Feature Selection Algorithms to Determine the Immune State of a Mouse Model of Rheumatoid Arthritis. - Aleksandr Talitckii; Joslyn L. Mangal; Brendon K. Colbert; Abhinav P. Acharya; Matthew M. Peet (IEEE J. Biomed. Health Informatics, 2024)