Tong Nie's repositories
ImputeFormer
[KDD 2024] "ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation"
tensor4kriging
Laplacian-enhanced tensor learning for large-scale spatiotemporal traffic data kriging (estimation)
BHT-ARIMA
Code for paper: Block Hankel Tensor ARIMA for Multiple Short Time Series Forecasting (AAAI-20)
d2l-en
Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 300 universities from 55 countries including Stanford, MIT, Harvard, and Cambridge.
FCNVMB-Deep-learning-based-seismic-velocity-model-building
Deep-learning inversion: A next-generation seismic velocity model building method
l5kit
L5Kit - https://level-5.global/
LeuvenMapMatching
Leuven.MapMatching toolbox for aligning GPS measurements to locations on a map.
mapmatching
An arcpy based HMM map matching tool
paper-reading
深度学习经典、新论文逐段精读
pytorch-tensor-decompositions
PyTorch implementation of [1412.6553] and [1511.06530] tensor decomposition methods for convolutional layers.
PyPOTS
A Python toolkit/library for reality-centric machine/deep learning and data mining on partially-observed time series, including SOTA neural network models for scientific analysis tasks of imputation, classification, clustering, forecasting, & anomaly detection on incomplete industrial (irregularly-sampled) multivariate TS with NaN missing values
tensor-learning
Python codes for low-rank tensor factorization, tensor completion, and tensor regression techniques.
tensorly
TensorLy: Tensor Learning in Python.
tensorly-notebooks
Tensor methods in Python with TensorLy
TensorLy-Torch
TensorLy-Torch: Deep Tensor Learning with TensorLy and PyTorch
TensorNetwork
A library for easy and efficient manipulation of tensor networks.
The-Kaggle-Book
Code Repository for The Kaggle Book, Published by Packt Publishing
Traffic-Prediction-Open-Code-Summary
Summary of open source code for deep learning models in the field of traffic prediction
transdim
Machine learning for transportation data imputation and prediction.
TransPAI
Transportation data online prediction
TransViz
Transportation data visualization