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Gherardo Varando
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Year
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
6602015
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
462023
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
292020
Decision boundary for discrete Bayesian network classifiers
G Varando, MC Bielza Lozoya, PM Larrañaga Múgica
Journal of Machine Learning Research, 2725-2749, 2015
292015
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
242022
Discovering causal relations and equations from data
G Camps-Valls, A Gerhardus, U Ninad, G Varando, G Martius, ...
Physics Reports 1044, 1-68, 2023
162023
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
152016
Graphical continuous Lyapunov models
G Varando, NR Hansen
Conference on Uncertainty in Artificial Intelligence, 989-998, 2020
122020
Learning DAGs without imposing acyclicity
G Varando
arXiv preprint arXiv:2006.03005, 2020
122020
Context-specific causal discovery for categorical data using staged trees
M Leonelli, G Varando
International conference on artificial intelligence and statistics, 8871-8888, 2023
112023
Highly efficient structural learning of sparse staged trees
M Leonelli, G Varando
International conference on probabilistic graphical models, 193-204, 2022
112022
On generating random Gaussian graphical models
I Córdoba, G Varando, C Bielza, P Larrañaga
International Journal of Approximate Reasoning 125, 240-250, 2020
102020
Expressive power of binary relevance and chain classifiers based on Bayesian networks for multi-label classification
G Varando, C Bielza, P Larranaga
Probabilistic Graphical Models: 7th European Workshop, PGM 2014, Utrecht …, 2014
102014
Staged trees and asymmetry-labeled DAGs
G Varando, F Carli, M Leonelli
Metrika, 1-28, 2024
92024
MultiMap: a tool to automatically extract and analyse spatial microscopic data from large stacks of confocal microscopy images
G Varando, R Benavides-Piccione, A Muñoz, A Kastanauskaite, C Bielza, ...
Frontiers in Neuroanatomy 12, 37, 2018
92018
Structural learning of simple staged trees
M Leonelli, G Varando
Data Mining and Knowledge Discovery, 1-25, 2024
82024
A new class of generative classifiers based on staged tree models
F Carli, M Leonelli, G Varando
Knowledge-Based Systems 268, 110488, 2023
72023
Sparse Cholesky covariance parametrization for recovering latent structure in ordered data
I Córdoba, C Bielza, P Larrañaga, G Varando
IEEE Access 8, 154614-154624, 2020
62020
Learning Granger Causal Feature Representations
G Varando, MA Fernández-Torres, G Camps-Valls
52021
A fast Metropolis-Hastings method for generating random correlation matrices
I Córdoba, G Varando, C Bielza, P Larranaga
International Conference on Intelligent Data Engineering and Automated …, 2018
52018
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Articles 1–20