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Discovering contemporaneous and lagged causal relations in autocorrelated nonlinear time series datasets

7 March 2020

Papers citing "Discovering contemporaneous and lagged causal relations in autocorrelated nonlinear time series datasets"

26 / 76 papers shown

Title
A Survey on Causal Discovery Methods for I.I.D. and Time Series Data Uzma Hasan Emam Hossain Md. Osman Gani CML AI4TS 126 31 0 27 Mar 2023
Causal Discovery from Temporal Data: An Overview and New Perspectives Chang Gong Di Yao Chuzhe Zhang Wenbin Li Jingping Bi AI4TS CML 114 18 0 17 Mar 2023
Causal Temporal Graph Convolutional Neural Networks (CTGCN) Abigail Langbridge Fearghal O'Donncha Amadou Ba Fabio Lorenzi Christopher Lohse J. Ploennigs GNN 46 1 0 16 Mar 2023
Root Cause Identification for Collective Anomalies in Time Series given an Acyclic Summary Causal Graph with Loops Charles K. Assaad Imad Ez-zejjari Lei Zan AI4TS 45 21 0 07 Mar 2023
eCDANs: Efficient Temporal Causal Discovery from Autocorrelated and Non-stationary Data (Student Abstract) Muhammad Hasan Ferdous Uzma Hasan Md. Osman Gani 67 2 0 06 Mar 2023
Enhancing Causal Discovery from Robot Sensor Data in Dynamic Scenarios Luca Castri Sariah Mghames Marc Hanheide Nicola Bellotto CML 75 13 0 20 Feb 2023
CDANs: Temporal Causal Discovery from Autocorrelated and Non-Stationary Time Series Data Muhammad Hasan Ferdous Uzma Hasan Md. Osman Gani CML 64 3 0 07 Feb 2023
Hierarchical Graph Neural Networks for Causal Discovery and Root Cause Localization Dongjie Wang Zhengzhang Chen Jingchao Ni Liang Tong Zheng Wang Yanjie Fu Haifeng Chen AI4CE 57 19 0 03 Feb 2023
GDBN: a Graph Neural Network Approach to Dynamic Bayesian Network Yang Sun Yifan Xie BDL CML 119 1 0 28 Jan 2023
Sensor data-driven analysis for identification of causal relationships between exposure to air pollution and respiratory rate in asthmatics D. Arvind S. Maiya 51 1 0 16 Jan 2023
Rhino: Deep Causal Temporal Relationship Learning With History-dependent Noise Wenbo Gong Joel Jennings Chen Zhang Nick Pawlowski AI4TS CML 92 27 0 26 Oct 2022
GLACIAL: Granger and Learning-based Causality Analysis for Longitudinal Studies Minh Le Nguyen G. Ngo M. Sabuncu CML 26 2 0 13 Oct 2022
Learning domain-specific causal discovery from time series Xinyue Wang Konrad Paul Kording BDL CML AI4TS 52 1 0 12 Sep 2022
Causal discovery for time series with latent confounders Christian Reiser BDL CML AI4TS 37 4 0 07 Sep 2022
Multiscale Causal Structure Learning Gabriele DÁcunto P. Lorenzo Sergio Barbarossa 98 7 0 16 Jul 2022
Causal Discovery using Model Invariance through Knockoff Interventions Wasim Ahmad M. Shadaydeh Joachim Denzler CML 57 4 0 08 Jul 2022
A Causal Research Pipeline and Tutorial for Psychologists and Social Scientists M. Vowels CML 76 2 0 10 Jun 2022
Inferring extended summary causal graphs from observational time series Charles K. Assaad Emilie Devijver Éric Gaussier CML AI4TS 16 0 0 19 May 2022
Achieving Long-Term Fairness in Sequential Decision Making Yaowei Hu Lu Zhang 72 22 0 04 Apr 2022
Causal de Finetti: On the Identification of Invariant Causal Structure in Exchangeable Data Siyuan Guo V. Tóth Bernhard Schölkopf Ferenc Huszár CML 94 37 0 29 Mar 2022
Path Signature Area-Based Causal Discovery in Coupled Time Series William E. Glad T. Woolf CML 164 3 0 23 Oct 2021
NTS-NOTEARS: Learning Nonparametric DBNs With Prior Knowledge Xiangyuan Sun Oliver Schulte Guiliang Liu Pascal Poupart CML BDL 105 22 0 09 Sep 2021
Interactive Causal Structure Discovery in Earth System Sciences Laila Melkas Rafael Savvides Suyog H. Chandramouli J. Mäkelä T. Nieminen I. Mammarella Kai Puolamäki CML 113 6 0 01 Jul 2021
Data Generating Process to Evaluate Causal Discovery Techniques for Time Series Data A. Lawrence Marcus Kaiser Rui Sampaio Maksim Sipos CML AI4TS 109 20 0 16 Apr 2021
Causal Inference for Time series Analysis: Problems, Methods and Evaluation Raha Moraffah Paras Sheth Mansooreh Karami Anchit Bhattacharya Qianru Wang Anique Tahir A. Raglin Huan Liu CML AI4TS 113 110 0 11 Feb 2021
High-recall causal discovery for autocorrelated time series with latent confounders Andreas Gerhardus J. Runge CML AI4TS 107 102 0 03 Jul 2020