
LargeScale Learning with Fourier Features and Tensor Decompositions
Random Fourier features provide a way to tackle largescale machine lear...
read it

Alternating linear scheme in a Bayesian framework for lowrank tensor approximation
Multiway data often naturally occurs in a tensorial format which can be ...
read it

Nonlinear system identification with regularized Tensor Network Bsplines
This article introduces the Tensor Network Bspline model for the regula...
read it

Kernelized Support Tensor Train Machines
Tensor, a multidimensional data structure, has been exploited recently ...
read it

MERACLE: Constructive layerwise conversion of a Tensor Train into a MERA
In this article two new algorithms are presented that convert a given da...
read it

Faster Tensor Train Decomposition for Sparse Data
In recent years, the application of tensors has become more widespread i...
read it

Matrix Product Operator Restricted Boltzmann Machines
A restricted Boltzmann machine (RBM) learns a probability distribution o...
read it

Deep Compression of SumProduct Networks on Tensor Networks
Sumproduct networks (SPNs) represent an emerging class of neural networ...
read it

The trouble with tensor ring decompositions
The tensor train decomposition decomposes a tensor into a "train" of 3w...
read it

Fast and Accurate Tensor Completion with Total Variation Regularized Tensor Trains
We propose a new tensor completion method based on tensor trains. The to...
read it

Fast and Accurate Tensor Completion with Tensor Trains: A System Identification Approach
We propose a novel tensor completion approach by equating it to a system...
read it

A Support Tensor Train Machine
There has been growing interest in extending traditional vectorbased ma...
read it

Computing lowrank approximations of largescale matrices with the Tensor Network randomized SVD
We propose a new algorithm for the computation of a singular value decom...
read it

Parallelized Tensor Train Learning of Polynomial Classifiers
In pattern classification, polynomial classifiers are wellstudied metho...
read it
Kim Batselier
is this you? claim profile