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Xinyu Chen's Projects

academic-drawing icon academic-drawing

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

autoregressive-tensor icon autoregressive-tensor

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

awesome-latex-drawing icon awesome-latex-drawing

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

conjugate-gradient icon 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

cycling icon cycling

Understanding urban mobility patterns of cycling with bikeshare data.

fluid-forecasting icon fluid-forecasting

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

fluid-inpainting icon fluid-inpainting

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

geotensor icon geotensor

Geometric low-rank tensor completion for color image inpainting.

mob4cast icon mob4cast

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

newton-raphson icon newton-raphson

Some simple and intuitive examples for showing how does the Newton-Raphson algorithm work for finding the root of equations.

tensor-book icon tensor-book

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

tensor-learning icon tensor-learning

Python codes for low-rank tensor factorization, tensor completion, and tensor regression techniques.

tracebase icon tracebase

Nonstationary temporal matrix factorization for sparse traffic time series forecasting.

transdim icon transdim

Machine learning for transportation data imputation and prediction.

vars icon vars

Discovering dynamic patterns from spatiotemporal data with time-varying low-rank autoregression. (IEEE TKDE'23)

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