parafac

There are 1 repository under parafac topic.

neel-dey / robustNTF
PyTorch implementation of Robust Non-negative Tensor Factorization appearing in N. Dey, et al., "Robust Non-negative Tensor Factorization, Diffeomorphic Motion Correction and Functional Statistics to Understand Fixation in Fluorescence Microscopy".
robust-optimization tensor-factorization beta-divergence nonnegativity-constraints non-negative-matrix-factorization l21-norm pytorch non-negative-tensor-factorization parafac majorize-minimization
Language:Jupyter Notebook 19
KennethBenicio / MSc-Multilinear-Algebra
Collection of basic and advanced Tensor Algebra operations using Matlab and Python.
folding khatri-rao kronecker-product least-squares matlab multilinear-algebra multilinear-svd parafac python tensor-algebra tensor-operations unfolding als alternating-least-squares cpd tensor-product mathematics tensor-contraction tensor-train
Language:Jupyter Notebook 13
thanhtbt / tensor_tracking_survey
[IEEE TKDE 2023] A list of up-to-date papers on streaming tensor decomposition, tensor tracking, dynamic tensor analysis
streaming-data-processing tensor-decomposition baysian-inference cp-decomposition hosvd missing-data outliers-detection tensor-train tsvd parafac adaptive-learning online-learning tensor-analysis tensor-factorization tensor-networks tensor-ring-decomposition block-term-decomposition tucker-decomposition
8
candia
fburic / candia
Canonical Decomposition of Data-Independent-Acquired Spectra
mass-spectrometry proteomics deconvolution parafac big-data parallel-factor-analysis gpu tensor-decomposition hpc
Language:Python 5
marchinilab / SDA4D
R package SDA4D for performing 4-dimensional sparse Bayesian tensor decomposition
parafac tensor-decomposition bayesian-methods variational-bayes sparse
Language:R 5
Marcusfarias12 / PCA_-_PARAFAC
PCA for UV-VIS Spectroscopy, PARAFAC for spectrofluorimetry
physics pca parafac
Language:Python 4
esinkarahan / tensor_cmtf_eeg-fmri
Coupled matrix-tensor factorization for integrating EEG and ffMRI on the brain cortical surface with source reconstruction
eeg fmri source-localization multimodal multimodal-learning tensor-factorization tensor-decomposition-algorithms parafac coupled-factorization
Language:MATLAB 3
meyer-lab / scCP
PARAFAC2 for modeling multi-sample single-cell RNAseq.
factorization parafac tensorly tensors
Language:Jupyter Notebook 2
mactom1980 / ProxSGD
Implements the code from the publication A distributed proximal gradient descent methods for tensor completion
distributed-computing parafac tensor-completion tensor-decomposition proximal-stochastic-gradient-descent
Language:MATLAB 1
NKI-CCB / won-parafac
Weighted orthogonal non-negative (WON) parallel factor analsyis (PARAFAC)
matlab bioinformatics unsupervised-learning parafac genomics
Language:MATLAB 1
waikato-datamining / multiway-algorithms
Java library of multi-way algorithms.
java dataprocessing multiway-algorithms parafac
Language:Java 1
braun-steven / multiway-algorithms-comparison
parafac multiway algorithms nway
Language:Java