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xiang526's Projects

relieff icon relieff

Implementations of the Relief family of feature selection algorithms.

saconvsltm icon saconvsltm

Self-Attention ConvLSTM for Spatiotemporal Prediction, described in `https://ojs.aaai.org//index.php/AAAI/article/view/6819`, test on MovingMNIST.

sarimax icon sarimax

We are detecting events based on dockless scooter trips in Austin

seismicity-and-induced-earthquakes icon seismicity-and-induced-earthquakes

A project inspired by recent and ongoing 'Fracking' debate in the UK. The notebook has four sections. Firstly, it looks at whether RFM modelling and k-means clustering can be used to classify areas according to earthquake risk. Then, spatio-temporal seismic patterns are assessed. Linear regression is used to see if there is a correlation between UIC activity and earthquakes, before sentiment analysis is carried out on Twitter data.

semantic_relationships icon semantic_relationships

Framework to understand semantic relationships between geographical areas based on object movement paths (trajectories).

seq2seq icon seq2seq

Sequence to Sequence Learning with Keras

social-stgcnn icon social-stgcnn

Code for "Social-STGCNN: A Social Spatio-Temporal Graph Convolutional Neural Network for Human Trajectory Prediction" CVPR 2020

spatial_covid_19 icon spatial_covid_19

Data and code release for "The spatial dissemination of COVID-19 and associated socio-economic consequences"

spatio-temporal-papers icon spatio-temporal-papers

This project is a collection of recent research in areas such as new infrastructure and urban computing, including white papers, academic papers, AI lab and dataset etc.

st-attn icon st-attn

Multi-step Citywide Crowd Flow Prediction

st-dbscan icon st-dbscan

Implementation of ST-DBSCAN algorithm based on Birant 2007

st-hattn icon st-hattn

A spatiotemporal hierarchical attention mechanism for Multi-step station-level crowd flow prediction

step icon step

Spatial Temporal Graph Convolutional Networks for Emotion Perception from Gaits

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