wangjianlongnba

AiLearning

AiLearning: 机器学习 - MachineLearning - ML、深度学习 - DeepLearning - DL、自然语言处理 NLP

DeepCare

A Deep Dynamic Memory Model for Predictive Medicine

arima-lstm

a model for traffic flow forecast

ASTGCN

Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting (ASTGCN) AAAI 2019

BaiduTraffic

This repo includes introduction, code and dataset of our paper Deep Sequence Learning with Auxiliary Information for Traffic Prediction (KDD 2018).

BRITS

Code of NIPS18 Paper: BRITS: Bidirectional Recurrent Imputation for Time Series

DCRNN

Implementation of Diffusion Convolutional Recurrent Neural Network in Tensorflow

demo_traffic_jam_prediction

fancyimpute

baseline Multivariate imputation and matrix completion algorithms implemented in Python

gae

Implementation of Graph Auto-Encoders in TensorFlow

GAIN

Generative Adversarial Imputation Networks (GAIN)

gcnn

A graph convolutional neural network for classification of building patterns using spatial vector data

Graph_Convolutional_LSTM

Traffic Graph Convolutional Recurrent Neural Network

GRU-D

Gated Recurrent Unit with a Decay mechanism for Multivariate Time Series with Missing Values

HAHE

HAHE: Hierarchical Attentive Heterogeneous Information Network Embedding

lihang-code

《统计学习方法》的代码实现

LSTNet

MIDAS

Multiple imputation utilising denoising autoencoder for approximate Bayesian inference

misgan

MisGAN: Learning from Incomplete Data with GANs

Multivariate-Time-Series-Imputation-with-Generative-Adversarial-Networks

NIPS2018 paper

mxnet-the-straight-dope

An interactive book on deep learning. Much easy, so MXNet. Wow. [Straight Dope is growing up] ---> Much of this content has been incorporated into the new Dive into Deep Learning Book available at https://d2l.ai/.

netgan

Implementation of the paper "NetGAN: Generating Graphs via Random Walks".

prednet

Code and models accompanying "Deep Predictive Coding Networks for Video Prediction and Unsupervised Learning"

PyTorch-Tutorial

Build your neural network easy and fast

STDN

Code for our Spatiotemporal Dynamic Network

STGCN

implementation of STGCN for traffic prediction in IJCAI2018

STGCN-IJCAI-18

Spatio-Temporal Graph Convolutional Networks

the-gan-zoo

A list of all named GANs!

transdim

Data imputation for urban transportation system

tutorials-1