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Mandy's Projects

astgcn icon astgcn

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

baidutraffic icon baidutraffic

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

convolutional-lstm-in-tensorflow icon convolutional-lstm-in-tensorflow

An implementation of convolutional lstms in tensorflow. The code is written in the same style as the basiclstmcell function in tensorflow

docs icon docs

TensorFlow documentation

eved icon eved

An extended version of the VED dataset, which is a large-scale dataset for vehicle energy analysis.

geo_convert icon geo_convert

WGS84 / BD09 / GCJ02 / MapBar 经纬度坐标互转。Geolocation Conversion.

hmmlearn icon hmmlearn

Hidden Markov Models in Python, with scikit-learn like API

kartoffel icon kartoffel

ML project: Real Time Map Matching with HMMs

l5kit icon l5kit

L5Kit - https://woven.toyota

line icon line

TensorFlow implementation of paper "LINE: Large-scale Information Network Embedding" by Jian Tang, et al.

motionplanning icon motionplanning

Motion planning algorithms commonly used on autonomous vehicles. (path planning + path tracking)

st-metanet icon st-metanet

The codes and data of paper "Urban Traffic Prediction from Spatio-Temporal Data Using Deep Meta Learning"

st-mgcn-pytorch icon st-mgcn-pytorch

This is a PyTorch implementation of the ST-MGCN model in <Spatiotemporal Multi-Graph Convolution Network for Ride-hailing Demand Forecasting> (http://www-scf.usc.edu/~yaguang/papers/aaai19_multi_graph_convolution.pdf)

stdn icon stdn

Code for our Spatiotemporal Dynamic Network

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