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We want to model a high dimension random vector $\boldsymbol{x}$, which can often be described by only a few latent factors $\boldsymbol{z}$. LVM take a two-step generation scheme:
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Normalizing Flows (NF) can model flexible distributions for data sampling and density estimation. The idea is based on change of variables formula, applying a series of transformations on a simple distribution to approximate a complex distribution.
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Convergent Cross Mapping (CCM) is a method for establishing causality from long time series data (\(\geq 25\) observations). The method was first proposed in 1990 by Sugihara et al and revisited in 2012.
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This blog post is some reading notes of the paper Double/Debiased Machine Learning for Treatment and Structural Parameters by Victor Chernozhukov et al.
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The paper “Direct Learning with Guarantees of the Difference DAG Between Structural Equation Models” by Asish Ghoshal, Kevin Bello and Jean Honorio studies the problem of directly estimating the structural difference between two structural equation models (SEMs) with the same topological ordering.
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This blog post is some reading notes of the paper Quasi-oracle estimation of heterogeneous treatment effects by Xinkun Nie and Stefan Wager.
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This blog post is my reading notes of the paper Recursive partitioning for heterogeneous causal effects by Susan Athey and Guido Imbens.
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This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
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This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
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This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
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This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.