Marco Scutari

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David BaldingMelbourne Integrative Genomics, Schools of BioSciences and of Maths & Stats, U MelbourneVerified email at unimelb.edu.au
Claudia VitoloDigital Twin Earth Applications Scientist at the European Space AgencyVerified email at esa.int
Allan TuckerSenior Lecturer, Brunel UniversityVerified email at brunel.ac.uk
Sophie LèbreIMAG UMR 5149, Université Paul Valéry Montpellier 3, COSTNET CA15109Verified email at univ-montp3.fr
Phil HowellNIAB Cambridge UKVerified email at niab.com
José M. GutiérrezResearch Professor, IFCA (CSIC - Universidad de Cantabria)Verified email at unican.es
Bernard LiewUniversity of Essex, United KingdomVerified email at essex.ac.uk
Giovanni BrigantiHarvard UniversityVerified email at fas.harvard.edu
Professor Deborah FallaChair in Rehabilitation Science and Physiotherapy, School of Sport, Exercise and RehabilitationVerified email at bham.ac.uk
James CockramProgramme Leader, NIAB, UKVerified email at niab.com
Tobias BarberPhD student at NIAB, Uni of Cambridge and RAGT Seeds Ltd.Verified email at cam.ac.uk
Alison R BentleyCIMMYTVerified email at cgiar.org
Katia BEAUCHENEARVALIS-Institut du végétalVerified email at arvalis.fr
Sébastien PraudlimagrainVerified email at limagrain.com
Chao-Jung Wumcgill universityVerified email at mail.mcgill.ca
Antoine BoivinUniversité de MontrealVerified email at umontreal.ca
Paul LinkowskiProfesseur de psychiatrie Université libre de BruxellesVerified email at ulb.ac.be
Andrew RussellQueen Mary University of LondonVerified email at qmul.ac.uk
Korbinian StrimmerDepartment of Mathematics, The University of ManchesterVerified email at manchester.ac.uk
Guido CaldarelliAPS fellow, Full Professor Theoretical Physics, DSMN, Ca’ Foscari, VeniceVerified email at unive.it

Marco Scutari

Senior Researcher, IDSIA

Verified email at bnlearn.com - Homepage

Bayesian Networks Machine Learning Software Engineering Applied Data Analysis


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Learning Bayesian Networks with the bnlearn R Package M Scutari Journal of Statistical Software 35 (3), 1-22, 2010	1468	2010
Bayesian Networks in R with Applications in Systems Biology R Nagarajan, M Scutari, S Lèbre Springer, 2013	393*	2013
Bayesian Networks: with Examples in R M Scutari, JB Denis CRC press (1st edition, 2014; 2nd edition, 2021), 2014	373*	2014
Who Learns Better Bayesian Network Structures: Accuracy and Speed of Structure Learning Algorithms M Scutari, CE Graafland, JM Gutiérrez International Journal of Approximate Reasoning 115, 235-253, 2019	130*	2019
Bayesian Network Constraint-Based Structure Learning Algorithms: Parallel and Optimised Implementations in the bnlearn R Package M Scutari Journal of Statistical Software 77 (2), 1-20, 2017	126	2017
On Identifying Significant Edges in Graphical Models of Molecular Networks M Scutari, R Nagarajan Artificial Intelligence in Medicine 57 (3), 207-217, 2013	124*	2013
bnlearn: Bayesian network structure learning, parameter learning and inference M Scutari CRAN, 2007	119*	2007
Applying Association Mapping and Genomic Selection to the Dissection of Key Traits in Elite European Wheat AR Bentley, M Scutari, N Gosman, S Faure, F Bedford, P Howell, ... Theoretical and Applied Genetics 127, 2619-2633, 2014	86	2014
Using Genetic Distance to Infer the Accuracy of Genomic Prediction M Scutari, I Mackay, D Balding PLoS Genetics 12 (9), e1006288, 2016	79	2016
Multiple Quantitative Trait Analysis Using Bayesian Networks M Scutari, P Howell, DJ Balding, I Mackay Genetics 198 (1), 129-137, 2014	76	2014
Learning Bayesian Networks from Big Data with Greedy Search: Computational Complexity and Efficient Implementation M Scutari, C Vitolo, A Tucker Statistics and Computing 25 (9), 1095-1108, 2019	69	2019
Bayesian Network Repository M Scutari http://www.bnlearn.com/bnrepository, 2012	50*	2012
On the Prior and Posterior Distributions Used in Graphical Modelling (with discussion) M Scutari Bayesian Analysis 8 (3), 505-532, 2013	45*	2013
Modelling Air Pollution, Climate and Health Data Using Bayesian Networks: a Case Study of the English Regions C Vitolo, M Scutari, M Ghalaieny, A Tucker, A Russell Earth and Space Science 5 (4), 76-88, 2018	44	2018
Bayesian Network Structure Learning with Permutation Tests M Scutari, A Brogini Communications in Statistics-Theory and Methods 41 (16-17), 3233-3243, 2012	43	2012
An Empirical-Bayes Score for Discrete Bayesian Networks M Scutari Journal of Machine Learning Research (Proceedings Track) 52, 438-448, 2016	36	2016
Dirichlet Bayesian Network Scores and the Maximum Relative Entropy Principle M Scutari Behaviormetrika 45 (2), 337-36, 2018	31	2018
Introduction to Graphical Modelling M Scutari, K Strimmer Handbook of Statistical Systems Biology, 2011	28	2011
Bayesian Networks Analysis of Malocclusion Data M Scutari, P Auconi, G Caldarelli, L Franchi Scientific Reports 7 (15326), 1-11, 2017	25	2017
Improving the Efficiency of Genomic Selection M Scutari, I Mackay, DJ Balding Statistical Applications in Genetics and Molecular Biology 12 (4), 517-527, 2013	23	2013

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