xinychen/autoregressive-tensor xinychen/autoregressive-tensor

  • Stars
    star
    6
  • Rank 2,539,965 (Top 51 %)
  • Language
    Jupyter Notebook
  • License
    MIT License
  • Created over 1 year ago
  • Updated 11 months ago
Twitter logo Share LinkedIn logo Share Facebook logo Share
xinychen/autoregressive-tensor
github

xinychen

Reviews

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

Repository Details

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

More Repositories

1

latex-cookbook

LaTeX论文写作教程 (清华大学出版社)
Jupyter Notebook
1,343
star
2

awesome-latex-drawing

Drawing Bayesian networks, graphical models, tensors, technical frameworks, and illustrations in LaTeX.
TeX
1,285
star
3

transdim

Machine learning for transportation data imputation and prediction.
Jupyter Notebook
1,196
star
4

Tensor4ML

Tensor decomposition for machine learning (w/ Python implementation)
Jupyter Notebook
203
star
5

academic-drawing

Providing codes (including Matlab and Python) for visualizing numerical experiment results.
MATLAB
198
star
6

awesome-beamer

Creating presentation slides by using Beamer in LaTeX.
TeX
97
star
7

tensor-book

张量计算系列教程 (Tensor Computations Tutorials)
92
star
8

tracebase

Nonstationary temporal matrix factorization for sparse traffic time series forecasting.
Jupyter Notebook
46
star
9

geotensor

Geometric low-rank tensor completion for color image inpainting.
Jupyter Notebook
41
star
10

vars

Discovering dynamic patterns from spatiotemporal data with time-varying low-rank autoregression. (IEEE TKDE'24)
Jupyter Notebook
17
star
11

fluid-inpainting

Inpainting Fluid Dynamics with Tensor Decomposition (NumPy). Blog post: https://medium.com/p/d84065fead4d
13
star
12

visual-spatial-data

Visualizing spatial data with Python
Jupyter Notebook
8
star
13

mob4cast

Multidimensional time series prediction with passenger/taxi flow data sets.
Jupyter Notebook
7
star
14

LCR

Laplacian convolutional representation for traffic time series imputation. (IEEE TKDE'24)
Jupyter Notebook
6
star
15

tensor_completion

Low-rank tensor completion algorithm - HaLRTC.
Julia
5
star
16

climate-tensor

Spatiotemporal climate variable data and their visualization.
5
star
17

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
TeX
4
star
18

TensorPi

Low-rank tensor learning with PyTorch.
Python
3
star
19

xinychen

3
star
20

fluid-forecasting

Forecasting fluid dynamics with temporal matrix factorization in the presence of missing values.
2
star
21

DMD-py-notebooks

Jupyter Python notebook examples for using dynamic mode decomposition models.
1
star
22

tensor-var

Kronecker product decomposition/approximation.
1
star