Mirah-JZ's repositories
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.
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
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.
tf-TabNet
A Tensorflow 2.0 implementation of TabNet.
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
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
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
tigramite
Tigramite is a python package for causal inference with a focus on time series data. The Tigramite documentation is at
torchgeo
TorchGeo: datasets, transforms, and models for geospatial data