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Dual Neural Network

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DataFunTalk
DataFunTalk
Oct 29, 2022 · Artificial Intelligence

Uplift Modeling: Quantifying Heterogeneous Treatment Effects at Kuaishou

This article introduces Kuaishou's exploration of uplift modeling for estimating heterogeneous treatment effects, discusses practical challenges such as continuous treatment variables and statistical inference for nonlinear models, presents a dual‑neural‑network solution with evaluation metrics, and showcases applications in fan growth and push notifications.

Dual Neural NetworkKuaishoucausal inference
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Uplift Modeling: Quantifying Heterogeneous Treatment Effects at Kuaishou