Causal Inference (微软)
Causal Inference (微软)
Homepage: https://causalinference.gitlab.io/kdd-tutorial/
This tutorial will introduce participants to concepts in causal inference and counterfactual reasoning, drawing from a broad literature on the topic from statistics, social sciences and machine learning.
Definition, Intuition, Example, Keep in mind 每个方法都要有
Understandings and Summaries:
该 slide 把原来教程中四个 slides 合并成一个, 加上一些自己的解决, 重点把握 the big picture causal inference.
该 notebook 是关于整个教程的一个快速整体理解。
AAAI-WHY 2019 https://why19.causalai.net/index.html# 有许多相关的教程和报告
- Causality + Computer Vision & Imagination
- Causality + Machine Learning & Artificial Intelligence
- Causality + the Social Sciences & Economics
- Causality + the Health Sciences
Lauritzen - Unknown - Recapitulating Bayesian networks Causal Bayesian networks Structural equation systems Computation of effects Id(2).pdfChain graph(2013) Steffen, University of Oxford
why19-gerstenberg.pdf因果 in cognition, Tobias Gerstenberg, Standford
2019 AAAI-WHY --Pearl
why19-pearl.ppt2016 统计年会 ---Pearl
jsm-august2016causal_inf.pptbernhard_scholkopf.pdf马普智能所 Bernhard(NIPS2018)