GitHub topics: tensor-decomposition

Repositories

ITensor/ITensors.jl

A Julia library for efficient tensor computations and tensor network calculations. ITensors.jl is supported by the Simons Foundation's Flatiron Institute.

Language: Julia - Size: 53 MB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 592 - Forks: 127

pvti/Awesome-Tensor-Decomposition

😎 A curated list of tensor decomposition resources for model compression.

Size: 318 KB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 59 - Forks: 7

tensorly/tensorly

TensorLy: Tensor Learning in Python.

Language: Python - Size: 16 MB - Last synced at: 10 days ago - Pushed at: about 2 months ago - Stars: 1,609 - Forks: 294

AndreiChertkov/teneva

A framework based on the tensor train decomposition for working with multivariate functions and multidimensional arrays

Language: Python - Size: 4.6 MB - Last synced at: 7 days ago - Pushed at: 10 months ago - Stars: 52 - Forks: 2

Einsums/Einsums

Provides compile-time contraction pattern analysis to determine optimal tensor operation to perform.

Language: C++ - Size: 31.7 MB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 55 - Forks: 9

rballester/tntorch

Tensor Network Learning with PyTorch

Language: Python - Size: 2.16 MB - Last synced at: 1 day ago - Pushed at: 11 months ago - Stars: 295 - Forks: 42

andrewssobral/lrslibrary

Low-Rank and Sparse Tools for Background Modeling and Subtraction in Videos

Language: MATLAB - Size: 61.8 MB - Last synced at: 10 days ago - Pushed at: about 2 years ago - Stars: 853 - Forks: 377

PrasannaPulakurthi/MMD-AdversarialNAS

Enhancing GAN Performance Through Neural Architecture Search and Tensor Decomposition

Language: Python - Size: 9.53 MB - Last synced at: 18 days ago - Pushed at: 18 days ago - Stars: 4 - Forks: 1

Tensor Extraction of Latent Features (T-ELF). Within T-ELF's arsenal are non-negative matrix and tensor factorization solutions, equipped with automatic model determination (also known as the estimation of latent factors - rank) for accurate data modeling. Our software suite encompasses cutting-edge data pre-processing and post-processing modules.

Language: Python - Size: 45.5 MB - Last synced at: 9 days ago - Pushed at: 19 days ago - Stars: 17 - Forks: 5

tnbar/tednet

TedNet: A Pytorch Toolkit for Tensor Decomposition Networks

Language: Python - Size: 313 KB - Last synced at: 2 days ago - Pushed at: about 3 years ago - Stars: 95 - Forks: 13

PrasannaPulakurthi/MMD-PMish-NAS

Enhancing GANs with MMD Neural Architecture Search, PMish Activation Function, and Adaptive Rank Decomposition

Language: Python - Size: 9.62 MB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 1 - Forks: 0

tnbar/awesome-tensorial-neural-networks

A thoroughly investigated survey for tensorial neural networks.

Size: 289 KB - Last synced at: 12 days ago - Pushed at: 3 months ago - Stars: 127 - Forks: 13

AndreiChertkov/ttopt

Gradient-free optimization method for multivariable functions based on the low rank tensor train (TT) format and maximal-volume principle.

Language: Python - Size: 629 KB - Last synced at: 12 days ago - Pushed at: over 1 year ago - Stars: 35 - Forks: 3

huawei-noah/BHT-ARIMA

Code for paper: Block Hankel Tensor ARIMA for Multiple Short Time Series Forecasting (AAAI-20)

Language: Python - Size: 61.5 KB - Last synced at: 12 days ago - Pushed at: almost 4 years ago - Stars: 105 - Forks: 40

ion-g-ion/torchTT

Tensor-Train decomposition in pytorch

Language: Python - Size: 1010 KB - Last synced at: 16 days ago - Pushed at: 3 months ago - Stars: 60 - Forks: 11

andrewssobral/tensor_toolbox

MATLAB Tensor Toolbox (by Tamara Kolda)

Language: Matlab - Size: 300 KB - Last synced at: 9 days ago - Pushed at: about 8 years ago - Stars: 40 - Forks: 21

UriaMorP/mprod_package

Software implementation for tensor-tensor m-product

Language: Python - Size: 1.6 MB - Last synced at: 9 days ago - Pushed at: over 1 year ago - Stars: 13 - Forks: 5

andrewssobral/ostd

Online Stochastic Tensor Decomposition for Background Subtraction in Multispectral Video Sequences

Language: MATLAB - Size: 65.1 MB - Last synced at: 9 days ago - Pushed at: about 4 years ago - Stars: 26 - Forks: 16

cailab-tamu/scTenifoldNet

A R/MATLAB package to construct and compare gene regulatory networks from single-cell transcriptomic data

Language: R - Size: 1.11 GB - Last synced at: about 2 months ago - Pushed at: 4 months ago - Stars: 22 - Forks: 4

pvti/CORING

:ring: Efficient tensor decomposition-based filter pruning

Language: Jupyter Notebook - Size: 272 MB - Last synced at: 10 days ago - Pushed at: 10 months ago - Stars: 16 - Forks: 4

lanl/pyCP_APR

CP-APR Tensor Decomposition with PyTorch backend. pyCP_APR can perform non-negative Poisson Tensor Factorization on GPU, and includes an interface for anomaly detection using the extracted latent patterns.

Language: Python - Size: 5.89 MB - Last synced at: 3 days ago - Pushed at: over 1 year ago - Stars: 15 - Forks: 7

gtsitsik/multi-graph-explorer

A framework for advanced multi-graph analysis and method development

Language: MATLAB - Size: 650 KB - Last synced at: 22 days ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

thanhle88/streaming-tensor-decompositions Fork of thanhtbt/tensor_tracking_survey

A list of up-to-date and on-going papers on streaming,adaptive,online,incremental tensor decompositions, tensor tracking, dynamic tensor analysis

Size: 360 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

deepomicslab/SCOIT

SCOIT is an implementation of a probabilistic tensor decomposition framework for single-cell multi-omics data integration.

Language: Python - Size: 10.9 MB - Last synced at: 8 days ago - Pushed at: 4 months ago - Stars: 3 - Forks: 0

juliagusak/model-compression-and-acceleration-progress

Repository to track the progress in model compression and acceleration

Size: 110 KB - Last synced at: about 2 months ago - Pushed at: almost 4 years ago - Stars: 105 - Forks: 20

musco-ai/musco-pytorch

MUSCO: MUlti-Stage COmpression of neural networks

Language: Jupyter Notebook - Size: 681 KB - Last synced at: 7 days ago - Pushed at: about 4 years ago - Stars: 71 - Forks: 16

anabatsh/PROTES

Gradient-free optimization method for the multidimensional arrays and discretized multivariate functions based on the tensor train (TT) format.

Language: Python - Size: 14.6 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 29 - Forks: 2

IntelLabs/ALTO

A template-based implementation of the Adaptive Linearized Tensor Order (ALTO) format for storing and processing sparse tensors.

Language: C++ - Size: 58.6 KB - Last synced at: 14 days ago - Pushed at: 11 months ago - Stars: 9 - Forks: 8

PGelss/scikit_tt

Tensor Train Toolbox

Language: Python - Size: 38.2 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 98 - Forks: 24

ma-compbio/Fast-Higashi

single-cell Hi-C, scHi-C, Hi-C, 3D genome, nuclear organization, tensor decomposition

Language: Jupyter Notebook - Size: 1.12 MB - Last synced at: 6 months ago - Pushed at: over 1 year ago - Stars: 17 - Forks: 5

masatoi/cl-tensor-decomposition

A tensor decomposition library for Common Lisp which support sparse tensor.

Language: Common Lisp - Size: 77.1 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 7 - Forks: 0

hottbox/hottbox

HOTTBOX: Higher Order Tensors ToolBOX.

Language: Python - Size: 877 KB - Last synced at: 9 months ago - Pushed at: about 5 years ago - Stars: 172 - Forks: 27

toshas/tbasis

T-Basis: a Compact Representation for Neural Networks

Language: Python - Size: 1.42 MB - Last synced at: 2 days ago - Pushed at: almost 4 years ago - Stars: 9 - Forks: 1

lwelzel/tide

Direct Exoplanet Imaging with Tensor Decompositions

Language: Python - Size: 52.7 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 2 - Forks: 0

andrewssobral/TDALAB

A MATLAB Toolbox for High-order Tensor Data Decompositions and Analysis

Language: Matlab - Size: 3.17 MB - Last synced at: 12 days ago - Pushed at: about 7 years ago - Stars: 20 - Forks: 9

bangtianliu/mttkrp-gpu

Language: C++ - Size: 631 KB - Last synced at: 11 months ago - Pushed at: about 6 years ago - Stars: 3 - Forks: 2

andrewssobral/TT-Toolbox Fork of oseledets/TT-Toolbox

TT-Toolbox (by Oseledets et al.)

Language: Matlab - Size: 64.3 MB - Last synced at: 11 months ago - Pushed at: over 8 years ago - Stars: 4 - Forks: 3

DmitriiGurev/VlasovTucker

Finite-volume 6D Vlasov-Poisson code utilizing low-rank tensor approximations

Language: C++ - Size: 57.5 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

saezlab/ccc_protocols

LIANA x Tensor-cell2cell Protocols

Language: Jupyter Notebook - Size: 168 MB - Last synced at: 8 days ago - Pushed at: 12 months ago - Stars: 1 - Forks: 3

mhmdjouni/MultiHU-TD-Python

MultiHU-TD: Multifeature Hyperspectral Unmixing Based on Tensor Decomposition

Language: Python - Size: 101 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 2 - Forks: 0

martins0n/tucker_hash

Tucker decomposition for image hashing problem

Language: Python - Size: 162 MB - Last synced at: 12 months ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 1

AndreiChertkov/fpcross

Solver in the low-rank tensor train format with cross approximation approach for the multidimensional Fokker-Planck equation

Language: Python - Size: 48.2 MB - Last synced at: 11 days ago - Pushed at: over 1 year ago - Stars: 12 - Forks: 1

luffycodes/neptune

Code for NePTuNe: Neural Powered Tucker Network for Knowledge Graph Completion

Language: Python - Size: 4.23 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 16 - Forks: 3

rballester/tthresh

C++ compressor for multidimensional grid data using the Tucker decomposition

Language: C++ - Size: 19.3 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 46 - Forks: 18

ebigelow/tf-decompose

Tensor decomposition implemented in TensorFlow

Language: Python - Size: 206 KB - Last synced at: about 1 year ago - Pushed at: about 6 years ago - Stars: 63 - Forks: 13

ray-chew/tensor-train-decomposition

A short look at tensor-train decomposition with the Xerus library

Language: C++ - Size: 23.4 KB - Last synced at: about 2 months ago - Pushed at: almost 7 years ago - Stars: 0 - Forks: 0

ITensor/ITensor

A C++ library for efficient tensor network calculations

Language: C++ - Size: 12.5 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 361 - Forks: 160

thanhtbt/tensor_tracking_survey

[IEEE TKDE 2023] A list of up-to-date papers on streaming tensor decomposition, tensor tracking, dynamic tensor analysis

Size: 528 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 6 - Forks: 2

lwelzel/td-viz

Visualization of Tensor Decompositions

Language: TeX - Size: 24.4 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

boutalbi/TensorClus

TensorClus, Tensor co-clustering, text mining, clustering, multiple graphs

Language: Jupyter Notebook - Size: 6.83 MB - Last synced at: 10 months ago - Pushed at: about 3 years ago - Stars: 12 - Forks: 2

ycq091044/MTC

KDD2021: Code for MTC algorithm. We use coarse granular data and partially observed data to (low-rank) recover the fine granular data.

Language: Jupyter Notebook - Size: 33.8 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 5 - Forks: 2

steverab/tensor-gmm

Implementation of learning a Gaussian mixture model using tensor decomposition.

Language: Jupyter Notebook - Size: 1.09 MB - Last synced at: 8 days ago - Pushed at: almost 8 years ago - Stars: 16 - Forks: 7

HUJI-Deep/Generative-ConvACs

Experiments from the article "Tensorial Mixture Models"

Language: Python - Size: 82 KB - Last synced at: 18 days ago - Pushed at: about 7 years ago - Stars: 25 - Forks: 9

lanl/pyQBTNs

Python Quantum Boolean Tensor Networks

Language: Python - Size: 6.7 MB - Last synced at: 3 days ago - Pushed at: almost 3 years ago - Stars: 6 - Forks: 1

esinkarahan/tensor_tproduct_brain-connectivity

Tensor Granger Causality with t-Product Algorithm

Language: MATLAB - Size: 1.53 MB - Last synced at: over 1 year ago - Pushed at: almost 6 years ago - Stars: 0 - Forks: 0

dargilboa/mdma

PyTorch implementation of the Marginalizable Density Model Approximator

Language: Python - Size: 7.01 MB - Last synced at: about 1 year ago - Pushed at: over 3 years ago - Stars: 14 - Forks: 1

karimhalaseh/Tensor-Network-Decompositions

Implementation of algorithms in "Orthogonal Decomposition of Tensor Trains" (Halaseh, Muller, Robeva)

Language: Python - Size: 59.6 KB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 6 - Forks: 0

K0EKJE/CNN_compression_with_Tensor_Decomposition

Research in compressing convolutional layers of CNN with tensor decomposition

Language: Python - Size: 992 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 5 - Forks: 0

fburic/candia

Canonical Decomposition of Data-Independent-Acquired Spectra

Language: Python - Size: 2.55 MB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 5 - Forks: 2

lucaslie/torchprune

A research library for pytorch-based neural network pruning, compression, and more.

Language: Shell - Size: 6.62 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 154 - Forks: 22

hottbox/hottbox-tutorials

:orange_book: HOTTBOX: Higher Order Tensors ToolBOX. Tutorials

Language: Jupyter Notebook - Size: 3.29 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 36 - Forks: 12

datamllab/pyten

Python Package for Tensor Completion Algorithms

Language: Python - Size: 2 MB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 24 - Forks: 8

tomaszsadowski/Data-Completion-Toolbox-matlab

Toolbox allows to test and compare methods for Image Completion and Data Completion problems in Matlab. Presented methods use various Nonnegative Matrix Factorization and Tensor decomposition algorithms. It was based on research performed during realization of PhD.

Language: MATLAB - Size: 812 KB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

marchinilab/SDAtools

A user friendly R package for working with SDA

Language: R - Size: 901 KB - Last synced at: over 1 year ago - Pushed at: about 5 years ago - Stars: 2 - Forks: 0

aafshar/COPA

Code accompanying our CIKM paper: "copa: constrained parafac2 for sparse & large datasets"

Language: Matlab - Size: 955 KB - Last synced at: over 1 year ago - Pushed at: over 6 years ago - Stars: 5 - Forks: 3

simonepiaggesi/hosgns

Data and code repository from "Time-varying graph representation learning via higher-order skip-gram with negative sampling"

Language: Jupyter Notebook - Size: 111 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 6 - Forks: 1

gmishne/InformedGeometry-CoupledPendulum Fork of oryair/InformedGeometry-CoupledPendulum

Language: Matlab - Size: 524 KB - Last synced at: over 1 year ago - Pushed at: over 7 years ago - Stars: 0 - Forks: 1

gmishne/pyquest Fork of hgfalling/pyquest

pyquest: diffusion analysis of transposable arrays

Language: Jupyter Notebook - Size: 16.3 MB - Last synced at: over 1 year ago - Pushed at: over 7 years ago - Stars: 5 - Forks: 3

androstj/tensor_rnn Fork of arkmagus/tensor_rnn

An implementation of various tensor-based decomposition for NN & RNN parameters

Language: Python - Size: 20.5 KB - Last synced at: over 1 year ago - Pushed at: almost 7 years ago - Stars: 17 - Forks: 4

Related Keywords

tensor-decomposition 115 tensor-factorization 24 tensor 20 machine-learning 17 tensor-train 17 tensors 14 cp-decomposition 13 pytorch 11 tucker-decomposition 11 matlab 9 tensor-networks 6 deep-learning 6 tensorflow 6 matrix-factorization 6 tensor-algebra 5 python 4 tensor-trains 4 multidimensional-arrays 4 tensor-decomposition-algorithms 4 deep-neural-networks 4 low-rank-approximation 4 candecomp-parafac 4 hosvd 4 gpu 4 single-cell 4 compression 4 neural-network 4 matrix 3 canonical-polyadic 3 tensor-analysis 3 missing-data 3 matrix-completion 3 tucker 3 blind-source-separation 3 neural-architecture-search 3 matlab-toolbox 3 network-compression 3 link-prediction 3 clustering 3 low-rank-factorization 3 numpy 3 caffe 3 tensor-completion 3 machine-learning-algorithms 3 tensor-ring-decomposition 3 parafac 3 pca 2 time-series-analysis 2 background-subtraction 2 single-cell-omics 2 streaming-data 2 filter-pruning 2 visualization 2 matchmaking 2 sparse-tensors 2 sparse 2 cybersecurity 2 cpd 2 network-pruning 2 tinyml 2 algorithms 2 parallel-factor-analysis 2 generative-model 2 sparsity 2 bayesian-methods 2 online-learning 2 bi-clustering 2 knowledge-graph-embeddings 2 knowledge-graph-completion 2 diffusion-maps 2 hierarchical-clustering 2 manifold-learning 2 classification 2 recommendation-system 2 scala 2 spark 2 cell-cell-communication 2 bioinformatics 2 tensor-ring 2 icml 2 matrix-decompositions 2 neuroscience 2 vbmf 2 truncated-svd 2 sparsification 2 pruning 2 low-rank 2 artificial-intelligence 2 unsupervised-learning 2 semi-supervised-learning 2 latent-variables 2 hpc 2 high-performance-computing 2 feature-extraction 2 dimensionality-reduction 2 maximum-mean-discrepancy 2 generative-ai 2 generative-adversarial-network 2 subspace-learning 2 data-science 2