arXivDaily arXiv每日学术速递 周一至周五更新

高校专区

University of Wisconsin-Madison(威斯康星大学麦迪逊分校)

2026-08-05 至 2026-08-05 共收录 1
2510.21889 2026-08-05 stat.ML cs.LG math.ST physics.data-an stat.ME stat.TH 版本更新

Bridging Prediction and Attribution: Identifying Forward and Backward Causal Influence Ranges Using Assimilative Causal Inference

连接预测与归因:利用同化因果推理识别正向与反向因果影响范围

Marios Andreou, Nan Chen

机构 * Department of Mathematics, University of Wisconsin-Madison(威斯康星大学麦迪逊分校数学系)

AI总结 本文利用同化因果推理,构建正向与反向因果影响范围的数学公式,提出客观鲁棒的度量与高效近似算法,为探测复杂动力学系统提供新方法,在地球系统等领域具应用价值。

Comments 66 pages (Main Text pp. 3--36; Appendix pp. 36--57), 11 figures (1 Graphical Abstract, 8 in Main Text, 2 in Appendix). Submitted for peer-review to Physica D: Nonlinear Phenomena. The MATLAB code used in the analyses and to generate the figures in this work can be found in https://github.com/marandmath/FBCIR_code . For further details visit https://mariosandreou.short.gy/FBCIR

详情

展开后加载摘要…

URL PDF HTML 收藏