| Survey and Evaluation of Causal Discovery Methods for Time Series CK Assaad, E Devijver, E Gaussier Journal of Artificial Intelligence Research 73, 767-819, 2022 | 90 | 2022 |
| Discovery of Extended Summary Graphs in Time Series CK Assaad, E Devijver, E Gaussier The 38th Conference on Uncertainty in Artificial Intelligence, 2022 | 20 | 2022 |
| Entropy-Based Discovery of Summary Causal Graphs in Time Series CK Assaad, E Devijver, E Gaussier Entropy 24 (8), 1156, 2022 | 13 | 2022 |
| A mixed noise and constraint-based approach to causal inference in time series CK Assaad, E Devijver, E Gaussier, A Ait-Bachir Joint European Conference on Machine Learning and Knowledge Discovery in …, 2021 | 13 | 2021 |
| Root Cause Identification for Collective Anomalies in Time Series given an Acyclic Summary Causal Graph with Loops CK Assaad, I Ez-Zejjari, L Zan International Conference on Artificial Intelligence and Statistics, 8395-8404, 2023 | 8 | 2023 |
| A Conditional Mutual Information Estimator for Mixed Data and an Associated Conditional Independence Test L Zan, A Meynaoui, CK Assaad, E Devijver, E Gaussier Entropy 24 (9), 1234, 2022 | 7 | 2022 |
| Scaling causal inference in additive noise models CK Assaad, E Devijver, E Gaussier, A Ait-Bachir The 2019 ACM SIGKDD Workshop on Causal Discovery, 22-33, 2019 | 6 | 2019 |
| Case Studies of Causal Discovery from IT Monitoring Time Series A Aït-Bachir, CK Assaad, C de Bignicourt, E Devijver, S Ferreira, ... arXiv preprint arXiv:2307.15678, 2023 | 2 | 2023 |
| Identifiability of direct effects from summary causal graphs S Ferreira, CK Assaad Proceedings of the AAAI Conference on Artificial Intelligence 38 (18), 20387 …, 2024 | 1 | 2024 |
| Causal Discovery from Time Series with Hybrids of Constraint-Based and Noise-Based Algorithms D Bystrova, CK Assaad, J Arbel, E Devijver, E Gaussier, W Thuiller arXiv e-prints, arXiv: 2306.08765, 2023 | 1* | 2023 |
| On the Fly Detection of Root Causes from Observed Data with Application to IT Systems L Zan, CK Assaad, E Devijver, E Gaussier arXiv preprint arXiv:2402.06500, 2024 | | 2024 |
| Identifiability of total effects from abstractions of time series causal graphs CK Assaad, E Devijver, E Gaussier, G Gössler, A Meynaoui arXiv preprint arXiv:2310.14691, 2023 | | 2023 |
| Challenges of Root Cause Identification for Collective Anomalies in Time Series given a Summary Causal Graph S Ferreira, C Assaad | | 2023 |
| Causal Discovery between time series CK Assaad Université Grenoble Alpes [2020-....], 2021 | | 2021 |
Eric GaussierProfessor Univ. Grenoble AlpesAdresse e-mail validée de imag.fr
