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causal forest

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DataFunSummit
DataFunSummit
Dec 26, 2023 · Artificial Intelligence

Applying Causal Inference Tools for Growth Scenarios in Industry

This article explains why causal inference tools are essential for industrial growth, outlines data‑flow standards such as randomized controlled trials, discusses model selection including causal forests and policy learning, and describes evaluation, offline simulation, and resource‑constrained optimization for deploying causal models in production.

AIcausal forestcausal inference
0 likes · 12 min read
Applying Causal Inference Tools for Growth Scenarios in Industry
DataFunTalk
DataFunTalk
May 13, 2021 · Artificial Intelligence

Continuous Causal Forest: Extending Uplift Modeling to Multivariate and Continuous Treatments

This article introduces the Continuous Causal Forest, a novel uplift modeling approach that expands binary treatment effect estimation to handle multivariate and continuous treatment variables, demonstrates its construction, evaluates its performance on ride‑hailing pricing strategies, and discusses its advantages, limitations, and future research directions.

Machine Learningcausal forestcausal inference
0 likes · 9 min read
Continuous Causal Forest: Extending Uplift Modeling to Multivariate and Continuous Treatments