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Gherardo Varando
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A survey on multi‐output regression
H Borchani, G Varando, C Bielza, P Larranaga
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery 5 (5 …, 2015
8812015
Causal inference for time series
J Runge, A Gerhardus, G Varando, V Eyring, G Camps-Valls
Nature Reviews Earth & Environment 4 (7), 487-505, 2023
3292023
Discovering causal relations and equations from data
G Camps-Valls, A Gerhardus, U Ninad, G Varando, G Martius, ...
Physics Reports 1044, 1-68, 2023
1532023
Causal structure learning from time series: Large regression coefficients may predict causal links better in practice than small p-values
S Weichwald, ME Jakobsen, PB Mogensen, L Petersen, N Thams, ...
NeurIPS 2019 Competition and Demonstration Track, 27-36, 2020
452020
The R package stagedtrees for structural learning of stratified staged trees
F Carli, M Leonelli, E Riccomagno, G Varando
Journal of Statistical Software 102 (6), 1-30, 2022
392022
Decision boundary for discrete Bayesian network classifiers
G Varando, MC Bielza Lozoya, PM Larrañaga Múgica
Journal of Machine Learning Research, 2725-2749, 2015
362015
Large language models for constrained-based causal discovery
KH Cohrs, G Varando, E Diaz, V Sitokonstantinou, G Camps-Valls
arXiv preprint arXiv:2406.07378, 2024
312024
Graphical continuous Lyapunov models
G Varando, NR Hansen
Conference on Uncertainty in Artificial Intelligence, 989-998, 2020
292020
Large language models for causal hypothesis generation in science
KH Cohrs, E Diaz, V Sitokonstantinou, G Varando, G Camps-Valls
Machine Learning: Science and Technology 6 (1), 013001, 2025
222025
Context-specific causal discovery for categorical data using staged trees
M Leonelli, G Varando
International conference on artificial intelligence and statistics, 8871-8888, 2023
222023
Decision functions for chain classifiers based on Bayesian networks for multi-label classification
G Varando, C Bielza, P Larrañaga
International Journal of Approximate Reasoning 68, 164-178, 2016
192016
Causal hybrid modeling with double machine learning—applications in carbon flux modeling
KH Cohrs, G Varando, N Carvalhais, M Reichstein, G Camps-Valls
Machine Learning: Science and Technology 5 (3), 035021, 2024
17*2024
Highly efficient structural learning of sparse staged trees
M Leonelli, G Varando
International conference on probabilistic graphical models, 193-204, 2022
172022
Staged trees and asymmetry-labeled DAGs
G Varando, F Carli, M Leonelli
Metrika 88 (6), 855-882, 2025
152025
Structural learning of simple staged trees
M Leonelli, G Varando
Data Mining and Knowledge Discovery 38 (3), 1520-1544, 2024
152024
Learning DAGs without imposing acyclicity
G Varando
arXiv preprint arXiv:2006.03005, 2020
142020
A new class of generative classifiers based on staged tree models
F Carli, M Leonelli, G Varando
Knowledge-Based Systems 268, 110488, 2023
122023
On generating random Gaussian graphical models
I Córdoba, G Varando, C Bielza, P Larrañaga
International Journal of Approximate Reasoning 125, 240-250, 2020
122020
Learning Granger Causal Feature Representations
G Varando, MA Fernández-Torres, G Camps-Valls
112021
Expressive power of binary relevance and chain classifiers based on Bayesian networks for multi-label classification
G Varando, C Bielza, P Larranaga
European Workshop on Probabilistic Graphical Models, 519-534, 2014
112014
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Articles 1–20