samotto1
I am an Assistant Professor at Cornell University. My research leverages applied analysis and machine learning to study high-dimensional nonlinear systems.
Sibley School of Mechanical and Aerospace Engineering, Cornell UniversityIthaca, NY
Pinned Repositories
Bayesian_Mixture_Nonlinear_Models
Multiple-model nonlinear regression system identification using the EM algorithm and Bayesian framework for model assignment
CoBRAS
Covariance Balancing Reduction using Adjoint Snapshots
generic-mat-vecs
A Note on Recovering Matrices in Linear Families from Generic Matrix-Vector Products
KoopmanGeneratorEM
Expectation Maximization (EM) algorithm to approximate Koopman generators for control-affine systems
NonlinearDEIM
Code to replicate results in https://arxiv.org/abs/1905.07619
Recurrent_Autoencoder_Networks
Use autoencoder with linear recurrence of encoded state to learn a Koopman invariant subspace of a dynamical system.
RowleyGroupExamples
A compilation of examples, primarily for testing DMD-based methods.
Sparse_Kernel_DMD
Learn sparse representations of the Koopman operator in POD basis in kernel feature space
TrOOP
Trajectory-based Optimization for Oblique Projections of dynamical systems
samotto1's Repositories
samotto1/Sparse_Kernel_DMD
Learn sparse representations of the Koopman operator in POD basis in kernel feature space
samotto1/Bayesian_Mixture_Nonlinear_Models
Multiple-model nonlinear regression system identification using the EM algorithm and Bayesian framework for model assignment
samotto1/KoopmanGeneratorEM
Expectation Maximization (EM) algorithm to approximate Koopman generators for control-affine systems
samotto1/CoBRAS
Covariance Balancing Reduction using Adjoint Snapshots
samotto1/Recurrent_Autoencoder_Networks
Use autoencoder with linear recurrence of encoded state to learn a Koopman invariant subspace of a dynamical system.
samotto1/TrOOP
Trajectory-based Optimization for Oblique Projections of dynamical systems
samotto1/NonlinearDEIM
Code to replicate results in https://arxiv.org/abs/1905.07619
samotto1/generic-mat-vecs
A Note on Recovering Matrices in Linear Families from Generic Matrix-Vector Products
samotto1/RowleyGroupExamples
A compilation of examples, primarily for testing DMD-based methods.