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Mar, 2024
关系域中的提升因果推断
Lifted Causal Inference in Relational Domains
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Malte Luttermann, Mattis Hartwig, Tanya Braun, Ralf Möller, Marcel Gehrke
TL;DR
利用参数因果因子图的抬升推断算法,在概率图模型中加速计算关系领域的因果效应。
Abstract
lifted inference
exploits symmetries in
probabilistic graphical models
by using a representative for indistinguishable objects, thereby speeding up query answering while maintaining exact answers. Even though lif
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