Questions tagged [causal-inference]
8 questions
3
votes
0 answers
fetching data for causal AI
How to get data for causal AI ? Any resource you can suggest ,And do we need to split data (train , test ) for causal AI also ?
quanity
- 131
- 4
2
votes
1 answer
causal inference vs sensitivity analysis to create acurate ML predictions?
I recently discovered the concept of "causal inference" and I'm trying to understand if I've grasped its essence correctly. If I understand it correctly, it involves finding what influences the outcome while being able to quantify the importance of…
lelorrain7
- 205
- 1
- 5
1
vote
0 answers
Creating a causal DAG for irregular time-series data
I like the idea of using a dynamic Bayesian network to build a causal structure, however am unsure how to tackle time-series data where there is an irregular sampling resolution. Specifically, in a sport scenario where there are 2 teams and samples…
Hercules' Creed
- 11
- 2
1
vote
0 answers
Is there an elegant way to quantify the mix shift effect?
Imagine there is an online auction business selling 1000+ varieties of fruits. The demand for these fruits change over time, and the prices of these fruits is set by the seller.
Supposed I am interested in tracking the profit margin per fruit over…
tanvach
- 111
- 1
0
votes
0 answers
Finding dependencies between arbitrary features automatically
Given a 3-rank tensor with dimensions $x,y,z$.
Where:
$x$: number of graphs (number of samples)
$y$: number of nodes/vectors/features (let's say $5$: $a, b, c, d,$ and $e$)
$z$: embedding dimension (e.g. $2$ for Cartesian space that consists of…
Muhammad Ikhwan Perwira
- 165
- 6
0
votes
1 answer
Beta Regression Model in Python for Effect of Marketing Campaign B Membership on CTR
I am trying to build a model to estimate the ATE of Campaign B (B1) on CTR (Click-thru-Rate), with Campaign A as the baseline (B0), represented by column 'a_or_b'.
Other exogenous variables are: 'nth_day' (number of days elapsed for given campaign…
Jacob Perius
- 1
- 1