GitHub topics: tensor-factorization

Repositories

masatoi/cl-tensor-decomposition

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

Language: Common Lisp - Size: 112 KB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 7 - Forks: 0

SmartTensors/PhysicsInformedML.jl

Physics-informed Machine Learning

Language: Julia - Size: 26.5 MB - Last synced at: 11 days ago - Pushed at: 13 days ago - Stars: 3 - Forks: 0

SmartTensors/NTFk.jl

Nonnegative Tensor Factorization + k-means clustering and physics constraints for Unsupervised and Physics-Informed Machine Learning

Language: Julia - Size: 9.15 MB - Last synced at: 11 days ago - Pushed at: 13 days ago - Stars: 10 - Forks: 1

SmartTensors/LoadTensorDecompositions.jl

Load Tensor Decompositions results

Language: Julia - Size: 39.1 KB - Last synced at: 13 days ago - Pushed at: 14 days ago - Stars: 0 - Forks: 0

tensorly/tensorly

TensorLy: Tensor Learning in Python.

Language: Python - Size: 16.1 MB - Last synced at: about 2 months ago - Pushed at: 6 months ago - Stars: 1,629 - Forks: 297

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: 49.4 MB - Last synced at: 24 days ago - Pushed at: 24 days ago - Stars: 20 - Forks: 7

datamllab/pyten

Python Package for Tensor Completion Algorithms

Language: Python - Size: 2 MB - Last synced at: 4 months ago - Pushed at: almost 6 years ago - Stars: 35 - Forks: 11

guoguibing/librec

LibRec: A Leading Java Library for Recommender Systems, see

Language: Java - Size: 83.6 MB - Last synced at: 5 months ago - Pushed at: over 2 years ago - Stars: 3,251 - Forks: 1,030

bethgelab/decompose

Blind source separation based on the probabilistic tensor factorisation framework

Language: Python - Size: 269 KB - Last synced at: about 2 months ago - Pushed at: about 7 years ago - Stars: 45 - Forks: 11

UriaMorP/mprod_package

Software implementation for tensor-tensor m-product

Language: Python - Size: 1.6 MB - Last synced at: 11 days ago - Pushed at: almost 2 years ago - Stars: 14 - Forks: 5

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: 7 months ago - Pushed at: over 4 years ago - Stars: 105 - Forks: 40

andrewssobral/tensor_toolbox

MATLAB Tensor Toolbox (by Tamara Kolda)

Language: Matlab - Size: 300 KB - Last synced at: 7 months ago - Pushed at: over 8 years ago - Stars: 40 - Forks: 21

april-tools/colorai

Website for the AAAI'25 Workshop on "Connectin Low-Rank Representations in AI"

Language: SCSS - Size: 1000 KB - Last synced at: about 2 months ago - Pushed at: 8 months ago - Stars: 2 - Forks: 0

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: 6 months ago - Pushed at: almost 2 years ago - Stars: 15 - Forks: 7

emdgroup/tnmf

Transform-Invariant Non-Negative Matrix Factorization

Language: Python - Size: 9.61 MB - Last synced at: about 2 months ago - Pushed at: almost 4 years ago - Stars: 7 - Forks: 2

evfro/polara

Recommender system and evaluation framework for top-n recommendations tasks that respects polarity of feedbacks. Fast, flexible and easy to use. Written in python, boosted by scientific python stack.

Language: Python - Size: 2.02 MB - Last synced at: 5 months ago - Pushed at: 6 months ago - Stars: 251 - Forks: 22

Mehran-k/SimplE

SimplE Embedding for Link Prediction in Knowledge Graphs

Language: Python - Size: 8.42 MB - Last synced at: 6 months ago - Pushed at: over 5 years ago - Stars: 144 - Forks: 33

ztanml/ptpqp

Partitioned Tensor Factorization

Language: MATLAB - Size: 28.9 MB - Last synced at: 5 months ago - Pushed at: about 6 years ago - Stars: 3 - Forks: 1

NYXFLOWER/TIP

TIP: Tri-graph Interaction Propagation model for Polypharmacy Side Eﬀect Prediction (GRL@NeurIPS, 2019)

Language: Python - Size: 294 MB - Last synced at: 4 months ago - Pushed at: almost 3 years ago - Stars: 24 - Forks: 15

sejoonoh/GTA-Tensor

High-Performance Tucker Factorization on Heterogeneous Platforms (GTA) - TPDS 2019

Language: C++ - Size: 3.12 MB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 6 - Forks: 3

sejoonoh/P-Tucker

Scalable Tucker Factorization for Sparse Tensors - Algorithms and Discoveries

Language: C++ - Size: 1020 KB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 6 - Forks: 1

hottbox/hottbox

HOTTBOX: Higher Order Tensors ToolBOX.

Language: Python - Size: 877 KB - Last synced at: about 1 year ago - Pushed at: almost 6 years ago - Stars: 172 - Forks: 27

andrewssobral/TDALAB

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

Language: Matlab - Size: 3.17 MB - Last synced at: 7 months ago - Pushed at: almost 8 years ago - Stars: 20 - Forks: 9

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

TT-Toolbox (by Oseledets et al.)

Language: Matlab - Size: 64.3 MB - Last synced at: over 1 year ago - Pushed at: almost 9 years ago - Stars: 4 - Forks: 3

ebigelow/tf-decompose

Tensor decomposition implemented in TensorFlow

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

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: over 1 year ago - Pushed at: over 1 year ago - Stars: 6 - Forks: 2

lwelzel/td-viz

Visualization of Tensor Decompositions

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

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: over 1 year ago - Pushed at: almost 3 years ago - Stars: 5 - Forks: 2

scalyvladimir/LaTTe_RecSys

CoFFee recommender system with attention mechanism

Language: Python - Size: 51.8 KB - Last synced at: almost 2 years ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 3

MonsterZhZh/DEEP-TENSOR-FACTORIZATION-FOR-HYPERSPECTRAL-IMAGE-CLASSIFICATION

Hyperspectral image classification by exploring deep tensor facorization, published in IGARSS 2018.

Language: MATLAB - Size: 724 KB - Last synced at: almost 2 years ago - Pushed at: almost 7 years ago - Stars: 16 - Forks: 10

lanl/pyQBTNs

Python Quantum Boolean Tensor Networks

Language: Python - Size: 6.7 MB - Last synced at: 4 months ago - Pushed at: over 3 years ago - Stars: 6 - Forks: 1

esinkarahan/tensor_cmtf_eeg-fmri

Coupled matrix-tensor factorization for integrating EEG and ffMRI on the brain cortical surface with source reconstruction

Language: MATLAB - Size: 3.29 MB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 1

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".

Language: Jupyter Notebook - Size: 2.25 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 18 - Forks: 4

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: almost 2 years ago - Pushed at: about 5 years ago - Stars: 6 - Forks: 0

hottbox/hottbox-tutorials

:orange_book: HOTTBOX: Higher Order Tensors ToolBOX. Tutorials

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

luoyuanlab/panther

PANTHER: Pathway Augmented Nonnegative Tensor factorization for HighER-order feature learning. AAAI 2021

Language: Python - Size: 16.6 KB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 7 - Forks: 0

aafshar/CP-ORTHO

Code accompanying our SIGSPATIAL paper: "CP-ORTHO: an orthogonal tensor factorization framework for spatio-temporal data"

Language: Matlab - Size: 8.79 KB - Last synced at: about 2 years ago - Pushed at: about 8 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: about 2 years ago - Pushed at: about 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: about 2 years ago - Pushed at: over 7 years ago - Stars: 17 - Forks: 4

Related Keywords

tensor-factorization 54 tensor-decomposition 25 tensor 13 machine-learning 9 matrix-factorization 9 pytorch 6 tensors 6 matlab 5 tensor-algebra 5 deep-learning 4 python 4 tensor-train 4 tensor-completion 4 tucker-decomposition 4 tensor-networks 4 cp-decomposition 4 tensorflow 4 knowledge-graph 3 gpu 3 matlab-toolbox 3 numpy 3 parafac 3 tensor-analysis 3 collaborative-filtering 3 sparse 2 recommender 2 data-science 2 recommendation-system 2 tubal-rank 2 recurrent-neural-networks 2 probabilistic-graphical-models 2 candecomp-parafac 2 canonical-polyadic 2 non-negative-tensor-factorization 2 evaluation 2 knowledge-graph-completion 2 link-prediction 2 boolean-tucker-factorization 2 boolean-tensor 2 openmp 2 multidimensional-arrays 2 machine-learning-algorithms 2 matrix 2 matrix-completion 2 blind-source-separation 2 non-negative-matrix-factorization 2 hpc 2 attention-mechanism 1 recsys 1 hyperspectral-image-classification 1 boolean-matrices 1 boolean-cp-factorization 1 apache-spark 1 spatio-temporal-characteristics 1 d-wave 1 factor-boolean-tensors 1 hierarchical-tucker 1 latent-factors 1 quantum-annealing 1 service-recommendation 1 quantum-computing 1 coupled-factorization 1 qos-prediction 1 eeg 1 fmri 1 multimodal 1 hybrid-network 1 cifar10-classification 1 adaptive-learning 1 fake-news 1 baysian-inference 1 image-processing 1 block-term-decomposition 1 hosvd 1 missing-data 1 image-manipulation 1 online-learning 1 computer-vision 1 outliers-detection 1 relation-embedding 1 streaming-data-processing 1 tensor-ring-decomposition 1 distributed-algorithm 1 tsvd 1 tensor-ring 1 tensor-visualization 1 multiresolution-analysis 1 multimodal-learning 1 phenotyping 1 neural-network 1 tucker 1 charts 1 gui 1 librec 1 parallel-factor-analysis 1 recommendations 1 scala 1 spark 1 multidimensional 1 type-level-programming 1