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1.

Seven Pillars of Causal Reasoning with Reflections on Machine Learning [pdf] (ftp.cs.ucla.edu)

158 points

8 years ago

2.

How to do with probabilities what people say you can’t (1985) [pdf] (ftp.cs.ucla.edu)

108 points

7 years ago

3.

Understanding Simpson’s Paradox (2013) [pdf] (ftp.cs.ucla.edu)

81 points

8 years ago

4.

The Seven Tools of Causal Inference, with Reflections on Machine Learning [pdf] (ftp.cs.ucla.edu)

40 points

6 years ago

5.

Distributed Simulation and the Time Warp Operating System (1987) [pdf] (ftp.cs.ucla.edu)

36 points

9 years ago

6.

Recovering from Selection Bias in Causal and Statistical Inference [pdf] (ftp.cs.ucla.edu)

22 points

12 years ago

7.

A Crash Course in Good and Bad Controls [pdf] (ftp.cs.ucla.edu)

2 points

4 years ago

8.

Graphical Models for Processing Missing Data [pdf] (ftp.cs.ucla.edu)

2 points

6 years ago

9.

Causal inference in statistics: An overview [pdf] (ftp.cs.ucla.edu)

2 points

6 years ago

10.

The Seven Tools of Causal Inference, with Reflections on Machine Learning [pdf] (ftp.cs.ucla.edu)

2 points

7 years ago

11.

Theoretical Impediments to Machine Learning (Judea Pearl) [pdf] (ftp.cs.ucla.edu)

2 points

8 years ago

12.

The Sure Thing Principle (Judea Pearl) [pdf] (ftp.cs.ucla.edu)

2 points

10 years ago

13.

Distributed Simulation and the Time Warp Operating System (1987) [pdf] (ftp.cs.ucla.edu)

2 points

11 years ago

14.

[pdf] Causal inference in statistics: An Overview (ftp.cs.ucla.edu)

1 point

17 years ago

15.

Does Obesity Shorten Life? Or is it the Soda? On Non-manipulable Causes [pdf] (ftp.cs.ucla.edu)

1 point

2 years ago

16.

Reflections on Heckman and Pinto's "Causal Analysis After Haavelmo" [pdf] (ftp.cs.ucla.edu)

1 point

2 years ago

17.

A Crash Course in Good and Bad Controls (2022) [pdf] (ftp.cs.ucla.edu)

1 point

3 years ago

18.

Causal inference in statistics: An overview [pdf] (ftp.cs.ucla.edu)

1 point

4 years ago

19.

Do-Calculus Revisited [pdf] (ftp.cs.ucla.edu)

1 point

6 years ago

20.

Trygve Haavelmo and the Emergence of Causal Calculus [pdf] (ftp.cs.ucla.edu)

1 point

7 years ago

21.

Theoretical Impediments to Machine Learning (Judea Pearl) [pdf] (ftp.cs.ucla.edu)

1 point

8 years ago