People
Mauro Castelli
Member
Evolutionary and Complex SystemsNational Projects
GADgET - Online Gambling Addiction Detection
Journal Articles
2020
(2 publications)- Lapa, P. and Castelli, M. and Ivo Gonçalves and Sala, E. and Rundo, L. , "A Hybrid End-to-End Approach Integrating Conditional Random Fields into CNNs for Prostate Cancer Detection on MRI", Applied Sciences, vol. 10, pp. 338-356, 2020 [ DOI ]
- Manzoni, L. and Bartoli, A. and Castelli, M. and Ivo Gonçalves and Medvet, E. , "Specializing Context-Free Grammars with a (1 + 1)-EA", IEEE Transactions on Evolutionary Computation, pp. 1-1, 2020 [ DOI ]
2018
(3 publications)- Beretta, S. and Castelli, M. and Ivo Gonçalves and Kel, I. and Giansanti, V. and Merelli, I. , "Improving eQTL Analysis using a Machine Learning Approach for Data Integration: a Logistic Model Tree Solution", Journal of Computational Biology, 2018 [ DOI ]
- Medvet, E. and Virgolin, M. and Castelli, M. and Bosman, P.A.N. and Ivo Gonçalves and Tušar, T. , "Unveiling Evolutionary Algorithm Representation with DU Maps", Genetic Programming and Evolvable Machines, 2018 [ DOI ]
- Beretta, S. and Castelli, M. and Ivo Gonçalves and Henriques, R. and Ramazzotti, D. , "Learning the structure of Bayesian Networks: A quantitative assessment of the effect of different algorithmic schemes", Complexity, 2018 [ DOI ]
2017
(2 publications)- Castelli, M. and Ivo Gonçalves and Trujillo, L. and Popovi?, A. , "An evolutionary system for ozone concentration forecasting", Information Systems Frontiers, pp. 1123-1132, 2017 [ DOI ]
- Castelli, M. and Trujillo, L. and Ivo Gonçalves and Popovi?, A. , "An evolutionary system for the prediction of high performance concrete strength based on semantic genetic programming", Computers and Concrete, vol. 19, pp. 651-658, 2017 [ DOI ]
2014
(3 publications)- Castelli, M. and Sara Silva and Vanneschi, L. , "A C++ framework for geometric semantic genetic programming", Genetic Programming and Evolvable Machines, 2014 [ DOI ]
- Castelli, M. and Sara Silva and Manzoni, L. and Vanneschi, L. , "Geometric Selective Harmony Search", Information Sciences, 2014
- Vanneschi, L. and Castelli, M. and Sara Silva , "A survey of semantic methods in genetic programming", Genetic Programming and Evolvable Machines, vol. 15, pp. 195-214, 2014
Conference Articles
2019
(2 publications)- Lapa, P. and Ivo Gonçalves and Rundo, L. and Castelli, M. , "Enhancing Classification Performance of Convolutional Neural Networks for Prostate Cancer Detection on Magnetic Resonance Images: a Study with the Semantic Learning Machine", in Genetic and Evolutionary Computation Conference, 2019 [ DOI ]
- Lapa, P. and Ivo Gonçalves and Rundo, L. and Castelli, M. , "Semantic Learning Machine Improves the CNN-Based Detection of Prostate Cancer in Non-Contrast-Enhanced MRI", in Genetic and Evolutionary Computation Conference, 2019 [ DOI ]
2018
(3 publications)- Castelli, M. and Ivo Gonçalves and Manzoni, L. and Vanneschi, L. , "Pruning Techniques for Mixed Ensembles of Genetic Programming Models", in 21st European Conference on Genetic Programming (EuroGP 2018), 2018 [ DOI ]
- Jagusch, J. and Ivo Gonçalves and Castelli, M. , "Neuroevolution under Unimodal Error Landscapes: An Exploration of the Semantic Learning Machine Algorithm", in Genetic and Evolutionary Computation Conference, 2018 [ DOI ]
- Beretta, S. and Castelli, M. and Ivo Gonçalves and Ramazzotti, D. , "A quantitative assessment of the effect of different algorithmic schemes to the task of learning the structure of Bayesian Networks", in International conference on Computational Intelligence methods for Bioinformatics and Biostatistics, 2018
2017
(4 publications)- Vanneschi, L. and Castelli, M. and Ivo Gonçalves and Manzoni, L. and Sara Silva , "Geometric Semantic Genetic Programming for Biomedical Applications: A State of the Art Upgrade", in IEEE Congress on Evolutionary Computation, 2017 [ DOI ]
- Goribar-Jimenez, C. and Maldonado, Y. and Trujillo, L. and Castelli, M. and Ivo Gonçalves and Vanneschi, L. , "Towards the development of a complete GP system on an FPGA using geometric semantic operators", in IEEE Congress on Evolutionary Computation, 2017 [ DOI ]
- Ivo Gonçalves and Sara Silva and Fonseca, C.M. and Castelli, M. , "Unsure When to Stop? Ask Your Semantic Neighbors", in Genetic and Evolutionary Computation Conference, 2017 [ DOI ]
- Vanneschi, L. and Castelli, M. and Manzoni, L. and Krawiec, K. and Moraglio, A. and Sara Silva and Ivo Gonçalves , "PSXO - Population-Wide Semantic Crossover", in Genetic and Evolutionary Computation Conference, 2017 [ DOI ]
2016
(4 publications)- Ivo Gonçalves and Sara Silva and Fonseca, C.M. and Castelli, M. , "Arbitrarily Close Alignments in the Error Space: A Geometric Semantic Genetic Programming Approach", in Genetic and Evolutionary Computation Conference, 2016 [ DOI ]
- Beretta, S. and Castelli, M. and Ivo Gonçalves and Merelli, I. and Ramazzotti, D. , "Combining Bayesian Approaches and Evolutionary Techniques for the Inference of Breast Cancer Networks", in International Conference on Evolutionary Computation Theory and Applications, 2016 [ DOI ]
- Castelli, M. and Manzoni, L. and Ivo Gonçalves and Vanneschi, L. and Trujillo, L. and Sara Silva , "An Analysis of Geometric Semantic Crossover: A Computational Geometry Approach", in International Conference on Evolutionary Computation Theory and Applications, 2016 [ DOI ]
- Beretta, S. and Castelli, M. and Ivo Gonçalves and Kel, I. and Merelli, I. , "A Logistic Model Tree based Approach for eQTL Data Prediction Integration", in International conference on Computational Intelligence methods for Bioinformatics and Biostatistics, 2016
2015
(1 publication)2014
(2 publications)- Ruberto, S. and Vanneschi, L. and Castelli, M. and Sara Silva , " ESAGP – A Semantic GP Framework Based on Alignment in the Error Space", in EuroGP-2014, 2014
- Ingalalli, V. and Sara Silva and Castelli, M. and Vanneschi, L. , "A Multi-dimensional Genetic Programming Approach for Multi-class Classification Problems", in EuroGP-2014, 2014
2013
(4 publications)- Sara Silva and Ingalalli, V. and Vinga, S. and Carreiras, J.M.B. and Melo, J. and Castelli, M. and Vanneschi, L. and Ivo Gonçalves and Caldas, J. , "Prediction of Forest Aboveground Biomass: An Exercise on Avoiding Overfitting", in EvoApplications, 2013 [ DOI ]
- Vanneschi, L. and Castelli, M. and Manzoni, L. and Sara Silva , "A New Implementation of Geometric Semantic GP and its Application to Problems in Pharmacokinetics", in EuroGP-2013, 2013
- Castelli, M. and Sara Silva and Vanneschi, L. and Cabral, A. and Vasconcelos, M. and Catarino, L. and Carreiras, J.M.B. , "Land Cover/Land Use Multiclass Classification Using GP With Geometric Semantic Operators", in EvoApplications-2013, 2013
- Castelli, M. and Castaldi, D. and Giordani, I. and Sara Silva and Vanneschi, L. and Archetti, F. and Maccagnola, D. , "An Efficient Implementation of Geometric Semantic Genetic Programming for Anticoagulation Level Prediction in Pharmacogenetics", in EPIA 2013, 2013 [ DOI ]
2011
(1 publication)2010
(2 publications)- Vanneschi, L. and Castelli, M. and Sara Silva , "Measuring Bloat, Overfitting and Functional Complexity in Genetic Programming", in 2010 Genetic and Evolutionary Computation Conference (GECCO 2010), 2010
- Castelli, M. and Manzoni, L. and Sara Silva and Vanneschi, L. , "A Comparison of the Generalization Ability of Different Genetic Programming Frameworks", in IEEE Congress on Evolutionary Computation 2010, 2010
Book Chapters
2020
(1 publication)- Ivo Gonçalves and Seca, M. and Castelli, M. , "Explorations of the Semantic Learning Machine Neuroevolution Algorithm: Dynamic Training Data Use, Ensemble Construction Methods, and Deep Learning Perspectives", in Genetic Programming Theory and Practice XVII, vol. XVII, pp. 1-24, 2020 [ DOI ]