kbatseli
Working on tensor methods for high-dimensional data and signal processing, nonlinear system identification, machine learning and control.
Delft University of TechnologyNetherlands
Pinned Repositories
KSTTM
Matlab Codes for Kernelized Support Tensor Train Machines (KSTTM)
MERACLE
Converts a tensor train into either a Tucker decomposition or into a MERA. The tensor train is 'unfolded' layer by layer into a MERA. The rank-lowering disentanglers in the MERA are obtained through an orthogonal Procrustes problem.
MVMALS
MIMO Volterra Modified Alternating Linear Scheme identification algorithms
PNLA_MATLAB_OCTAVE
MATLAB/OCTAVE functions for the Polynomial Numerical Linear Algebra Framework
TKPSVD
Tensor Kronecker Product Singular Value Decomposition
TNKalman
Tensor Network Kalman filter
TNMOESP
Tensor Network MOESP method for the identification of polynomial state space models
TNrSVD
Tensor Network randomized SVD
TTClassifier
Tensor Train polynomial classifier
TTr1SVD
Tensor Train Rank-1 decomposition
kbatseli's Repositories
kbatseli/TTr1SVD
Tensor Train Rank-1 decomposition
kbatseli/TKPSVD
Tensor Kronecker Product Singular Value Decomposition
kbatseli/MVMALS
MIMO Volterra Modified Alternating Linear Scheme identification algorithms
kbatseli/TNrSVD
Tensor Network randomized SVD
kbatseli/TNKalman
Tensor Network Kalman filter
kbatseli/PNLA_MATLAB_OCTAVE
MATLAB/OCTAVE functions for the Polynomial Numerical Linear Algebra Framework
kbatseli/TNMOESP
Tensor Network MOESP method for the identification of polynomial state space models
kbatseli/TTClassifier
Tensor Train polynomial classifier
kbatseli/MERACLE
Converts a tensor train into either a Tucker decomposition or into a MERA. The tensor train is 'unfolded' layer by layer into a MERA. The rank-lowering disentanglers in the MERA are obtained through an orthogonal Procrustes problem.
kbatseli/KSTTM
Matlab Codes for Kernelized Support Tensor Train Machines (KSTTM)
kbatseli/LSSVM_Dual_TTKalmanFilter
Code for the tensor train Kalman filter applied to the LSSVM dual problem
kbatseli/STEROID
Symmetric Tensor Eigen-Rank-One Iterative Decomposition
kbatseli/Tensor-Kalman-Filter
kbatseli/Tensor-Network-B-splines
Tensor Network B-splines and its application in nonlinear system identification
kbatseli/PNLA_Julia
Polynomial Numerical Linear Algebra package for Julia
kbatseli/julia
The Julia Language: A fresh approach to technical computing.
kbatseli/SymmetricVolterra
Code to reproduce results in the article ``Enforcing symmetry in tensor network MIMO Volterra identification"
kbatseli/TNEKF
Extended Kalman filtering with low-rank Tensor Networks for MIMO Volterra system identification
kbatseli/tSPN
Tensor Sum-product Networks
kbatseli/TTC
Fast and accurate tensor completion using tensor trains with a system identification approach