<?xml version="1.0" encoding="UTF-8"?><xml><records><record><source-app name="Biblio" version="7.x">Drupal-Biblio</source-app><ref-type>17</ref-type><contributors><authors><author><style face="normal" font="default" size="100%">Feng Li</style></author></authors></contributors><titles><title><style face="normal" font="default" size="100%">Book Review of Causality: Models, Reasoning, and Inference, Judea Pearl. (Second Edition). (2009)</style></title><secondary-title><style face="normal" font="default" size="100%">International Journal of Forecasting</style></secondary-title></titles><keywords><keyword><style  face="normal" font="default" size="100%">Computer Science - Machine Learning</style></keyword><keyword><style  face="normal" font="default" size="100%">Statistics - Applications</style></keyword><keyword><style  face="normal" font="default" size="100%">Statistics - Methodology</style></keyword></keywords><dates><year><style  face="normal" font="default" size="100%">2024</style></year></dates><urls><web-urls><url><style face="normal" font="default" size="100%">http://arxiv.org/abs/2308.05451</style></url></web-urls></urls><number><style face="normal" font="default" size="100%">1</style></number><volume><style face="normal" font="default" size="100%">40</style></volume><pages><style face="normal" font="default" size="100%">423–425</style></pages><language><style face="normal" font="default" size="100%">eng</style></language><abstract><style face="normal" font="default" size="100%">With the big popularity and success of Judea Pearl's original causality book, this review covers the main topics updated in the second edition in 2009 and illustrates an easy-to-follow causal inference strategy in a forecast scenario. It further discusses some potential benefits and challenges for causal inference with time series forecasting when modeling the counterfactuals, estimating the uncertainty and incorporating prior knowledge to estimate causal effects in different forecasting scenarios.</style></abstract></record></records></xml>