xinychen/tensor-var

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Created about 3 years ago
Updated about 3 years ago

xinychen/tensor-var

xinychen

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Kronecker product decomposition/approximation.

latex-cookbook

LaTeX论文写作教程 (清华大学出版社)

Jupyter Notebook

awesome-latex-drawing

Drawing Bayesian networks, graphical models, tensors, technical frameworks, and illustrations in LaTeX.

transdim

Machine learning for transportation data imputation and prediction.

Jupyter Notebook

Tensor4ML

Tensor decomposition for machine learning (w/ Python implementation)

Jupyter Notebook

academic-drawing

Providing codes (including Matlab and Python) for visualizing numerical experiment results.

awesome-beamer

Creating presentation slides by using Beamer in LaTeX.

tensor-book

张量计算系列教程 (Tensor Computations Tutorials)

tracebase

Nonstationary temporal matrix factorization for sparse traffic time series forecasting.

Jupyter Notebook

geotensor

Geometric low-rank tensor completion for color image inpainting.

Jupyter Notebook

vars

Discovering dynamic patterns from spatiotemporal data with time-varying low-rank autoregression. (IEEE TKDE'24)

Jupyter Notebook

fluid-inpainting

Inpainting Fluid Dynamics with Tensor Decomposition (NumPy). Blog post: https://medium.com/p/d84065fead4d

visual-spatial-data

Visualizing spatial data with Python

Jupyter Notebook

mob4cast

Multidimensional time series prediction with passenger/taxi flow data sets.

Jupyter Notebook

LCR

Laplacian convolutional representation for traffic time series imputation. (IEEE TKDE'24)

Jupyter Notebook

autoregressive-tensor

Low-rank autoregressive tensor completion for spatiotemporal traffic data imputation. (IEEE TITS'22)

Jupyter Notebook

tensor_completion

Low-rank tensor completion algorithm - HaLRTC.

climate-tensor

Spatiotemporal climate variable data and their visualization.

conjugate-gradient

Some simple examples for showing how does conjugate gradient method work on the system of linear equations. Blog post: https://medium.com/p/7f16cbae18a3

TensorPi

Low-rank tensor learning with PyTorch.

xinychen

fluid-forecasting

Forecasting fluid dynamics with temporal matrix factorization in the presence of missing values.

DMD-py-notebooks

Jupyter Python notebook examples for using dynamic mode decomposition models.