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aif360

A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.

causal-redundancy-in-geography

Information flow and causal redundancy (overdetermination) in dynamic geographic systems.

causalml

Uplift modeling and causal inference with machine learning algorithms

conformal-spatial-interference

Conformal prediction for causal effects under spatial interference

coursework_spatial_panel_housing_price

Course project for housing price diffusion. US state level panel data 1999-2019. Spatial panel and dynamic panel models, IV and GMM estimation.

coursework_timeseries_house_price

UK house prices. EMD, transfer entropy, wavelets.

coursework_topic_modelling

The course project for topic modelling with STM and LDA. Exploring topic correlation.

coursework_workinghours_mortality

2022 individual project: Work time and cardiovascular event related mortality in the US working age urban population

covid-19-data

An ongoing repository of data on coronavirus cases and deaths in the U.S.

dassl.pytorch

A PyTorch toolbox for domain adaptation and semi-supervised learning.

deepscm

Repository for Deep Structural Causal Models for Tractable Counterfactual Inference

dhgnn

DHGNN source code for IJCAI19 paper: "Dynamic Hypergraph Neural Networks"

dowhy

DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.

experiments2022

work in progress

geek-training-camp

generative_agents

Generative Agents: Interactive Simulacra of Human Behavior

giscience2023_presentation

Talk given at the GIScience conference, Sep 2023, Leeds, UK.

gisruk2024_spatial_matching

Paper for GISRUK 2024.

hgnn

Hypergraph Neural Networks (AAAI 2019)

physarum

a slime mold simulation in JS and WebGL

shap

A game theoretic approach to explain the output of any machine learning model.

stablenet

Official repository for CVPR21 paper "Deep Stable Learning for Out-Of-Distribution Generalization".

stylegan2

StyleGAN2 - Official TensorFlow Implementation

tf-tabnet

A Tensorflow 2.0 implementation of TabNet.

torchgeo

TorchGeo: datasets, transforms, and models for geospatial data

trustworthyai

trustworthy AI related projects

urbanxtools

Based on the design logic, UrbanXTools could generate urban design automatically in a very short period of time, and evaluated from the view of sustainability, with the help of algorithms. While gradually bridging the gap between urban design and sustainable systems, the toolbox could improve the efficiency of design.

whynot

A Python sandbox for decision making in dynamics