
-
Causal Effects of Linguistic Properties
We consider the problem of estimating the causal effects of linguistic p...
read it
-
Valid Causal Inference with (Some) Invalid Instruments
Instrumental variable methods provide a powerful approach to estimating ...
read it
-
Estimating Causal Effects of Tone in Online Debates
Statistical methods applied to social media posts shed light on the dyna...
read it
-
Using Text Embeddings for Causal Inference
We address causal inference with text documents. For example, does addin...
read it
-
Equal Opportunity and Affirmative Action via Counterfactual Predictions
Machine learning (ML) can automate decision-making by learning to predic...
read it
-
Scalable Structure Learning for Probabilistic Soft Logic
Statistical relational frameworks such as Markov logic networks and prob...
read it
-
Using Noisy Extractions to Discover Causal Knowledge
Knowledge bases (KB) constructed through information extraction from tex...
read it
-
Adaptive Neighborhood Graph Construction for Inference in Multi-Relational Networks
A neighborhood graph, which represents the instances as vertices and the...
read it