Causal Inference for Time series Analysis: Problems, Methods and
Evaluation

Causal Inference for Time series Analysis: Problems, Methods and Evaluation

11 February 2021

Mansooreh Karami

Anchit Bhattacharya

Huan Liu

Papers citing "Causal Inference for Time series Analysis: Problems, Methods and Evaluation"

12 / 12 papers shown

Title
Causal Identification in Time Series Models Erik Jahn Karthik Karnik Leonard J. Schulman CML AI4TS 64 0 0 28 Apr 2025
Rolling Forward: Enhancing LightGCN with Causal Graph Convolution for Credit Bond Recommendation Ashraf Ghiye Baptiste Barreau Laurent Carlier Michalis Vazirgiannis 78 1 0 18 Mar 2025
Causal Temporal Regime Structure Learning Abdellah Rahmani Pascal Frossard CML 75 2 0 20 Feb 2025
CausalMMM: Learning Causal Structure for Marketing Mix Modeling Chang Gong Di Yao Lei Zhang Sheng Chen Wenbin Li Yueyang Su Jingping Bi 34 4 0 24 Jun 2024
Discovering Causal Relations and Equations from Data Gustau Camps-Valls Andreas Gerhardus Urmi Ninad Gherardo Varando Georg Martius E. Balaguer-Ballester Ricardo Vinuesa Emiliano Díaz L. Zanna Jakob Runge PINN AI4Cl AI4CE CML 35 72 0 21 May 2023
A Survey on Causal Discovery: Theory and Practice Alessio Zanga Fabio Stella CML 27 37 0 17 May 2023
Quantifying Causes of Arctic Amplification via Deep Learning based Time-series Causal Inference Sahara Ali Omar Faruque Yiyi Huang Md. Osman Gani Aneesh Subramanian Nicole-Jienne Shchlegel Jianwu Wang CML 33 3 0 22 Feb 2023
Investigating Sindy As a Tool For Causal Discovery In Time Series Signals Andrew O'Brien Rosina O. Weber Edward J. Kim CML 29 6 0 29 Dec 2022
Applications of statistical causal inference in software engineering Julien Siebert CML 14 31 0 21 Nov 2022
C-RNN-GAN: Continuous recurrent neural networks with adversarial training Olof Mogren GAN 77 512 0 29 Nov 2016
A Bayesian Nonparametric Approach for Estimating Individualized Treatment-Response Curves Yanbo Xu Yanxun Xu S. Saria CML 53 40 0 18 Aug 2016
Discovering Graphical Granger Causality Using the Truncating Lasso Penalty Ali Shojaie George Michailidis CML 68 214 0 03 Jul 2010