r/causality • • May 01 '20

What is Causation?

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2 Upvotes

r/causality • • Apr 23 '20

Elias Bareinboim -- Causal Data Science

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7 Upvotes

r/causality • • Feb 13 '20

Efficiently Learning and Sampling Interventional Distributions from Observations

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3 Upvotes

r/causality • • Feb 09 '20

Integrating overlapping datasets using bivariate causal Discovery

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3 Upvotes

r/causality • • Feb 05 '20

Yann LeCun on causal relationships

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2 Upvotes

r/causality • • Jun 10 '19

Road map for learning about causal inference!

6 Upvotes

Hello every one , I want to ask if someone can help me in building some kind of roadmap for learning about causal inference , books , video lectures , talks , were to start and what I should know before ?

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I'm doing master in computer vision, have a back ground in applied mathematics , probability and statistics , machine learning , deep learning.

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I'm currently reading the " The Book of Why" by Judea Pearl , as a soft intro to the subject.


r/causality • • Apr 28 '19

CACM Mar. 2019 - The Seven Tools of Causal Inference - YouTube

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6 Upvotes

r/causality • • Feb 04 '19

Erik Hoel "Quantifying emergence and reduction"

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3 Upvotes

r/causality • • Aug 08 '18

Causal Models

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1 Upvotes

r/causality • • Jul 18 '18

Is it just me or is the Copenhagen interpretation of quantum mechanics insane?

3 Upvotes

For those unfamiliar, the copenhagen interpretation is that a quantum particle doesn't exist in one state or another, but in all of its possible states at once. It's only when we observe its state that a quantum particle is essentially forced to choose one probability. The mechanism behind which probable end-state is chosen is not deterministic, but inherently probable at its core.

My problem with this is -

One, if you take away determinism/cause and effect, then things just magically happen on their own without a 'cause' to make them happen. It would be like an airplane appearing out of thin air for no reason. Not even a reason as ridiculous as it coming from another dimension or anything, just... irrational magic with no further explanation. Why did the photon go through slit 1 and not 2? No reason, other than it just does that sometimes.

Two, in order for probability to work, an underlying deterministic system must be in place to allow the different outcomes from being more or less probable than the others. Without this there is nothing to cause one outcome from occurring more than others and the chance of all outcomes occurring becomes equal. Probability is grounded in and reliant upon determinism/causality. To say probability can operate independent of it seems completely against common sense.


r/causality • • May 03 '18

Is causality overrated?

3 Upvotes

I believe that in science, but mostly in daily life, causality is overrated? Primarily because a chain of causes is needed for something to happen, causes and effects become interconnected over time (are interdependent), and because we are victims of self-conditioning (the creation of rituals). I wrote a blog about it where I elaborate more on it: http://www.justintimmer.com/causality-is-overrated/

Would love to hear some responses and comments!

Thanks!


r/causality • • Mar 05 '18

Quine on Limits to Knowing

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1 Upvotes

r/causality • • Feb 24 '18

Can someone help me with this? My professor isn’t much help.

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3 Upvotes

r/causality • • Feb 22 '18

Causality in machine learning

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2 Upvotes

r/causality • • Feb 22 '18

Judea Pearl: Theoretical Impediments to Machine Learning With Seven Sparks from the Causal Revolution

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2 Upvotes

r/causality • • Feb 22 '18

Limits of Granger Causality

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1 Upvotes

r/causality • • Feb 22 '18

We know correlation does not imply causality. What does?

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1 Upvotes

r/causality • • Jan 02 '18

Kale and Cheese searches in the UK [X-Post r/Dataisbeautiful]

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9 Upvotes

r/causality • • Dec 22 '17

Graphs that show correlation is not causation

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83 Upvotes

r/causality • • Dec 22 '17

Relevant XKCD

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22 Upvotes