People
Leonardo Vanneschi
Member
Evolutionary and Complex SystemsNational Projects
BINDER - Improving Bio-inspired Deep Learning for Radiomics
Past Projects
Journal Articles
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
2012
(2 publications)- Sara Silva and Vanneschi, L. , "Bloat Free Genetic Programming: Application to Human Oral Bioavailability Prediction", International Journal of Data Mining and Bioinformatics, vol. 6, pp. 585-601, 2012
- Sara Silva and Dignum, S. and Vanneschi, L. , "Operator equalisation for bloat free genetic programming and a survey of bloat control methods", Genetic Programming and Evolvable Machines, vol. 13, pp. 197-238, 2012
Conference Articles
2018
(1 publication)- 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 ]
2017
(3 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 ]
- 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
(1 publication)- 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 ]
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
(2 publications)- Manzoni, L. and Castelli, M. and Sara Silva and Vanneschi, L. , "A Quantitative Study of Learning and Generalization in Genetic Programming", in European Conference on Genetic Programming, 2011
- Trujillo, L. and Sara Silva and Legrand, P. and Vanneschi, L. , "An empirical study of functional complexity as an indicator of overfitting in Genetic Programming", in European Conference on Genetic Programming, 2011
2010
(3 publications)- Sara Silva and Vanneschi, L. , "State-of-the-art Genetic Programming for Predicting Human Oral Bioavailability of Drugs", in 4th International Workshop on Practical Applications of Computational Biology & Bioinformatics (IWPACBB), 2010
- 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
2009
(2 publications)- Sara Silva and Vanneschi, L. , "Operator Equalisation, Bloat and Overfitting - A Study on Human Oral Bioavailability Prediction", in 2009 Genetic and Evolutionary Computation Conference (GECCO 2009), 2009
- Vanneschi, L. and Sara Silva , "Using Operator Equalisation for Prediction of Drug Toxicity with Genetic Programming", in Fourteenth Portuguese Conference on Artificial Intelligence (EPIA-2009), Artificial Life and Evolutionary Algorithms (ALEA) track, 2009