2025
Evolving Financial Trading Strategies with Vectorial Genetic Programming.
CoRR, April, 2025
Graph Contrastive Learning for Connectome Classification.
CoRR, February, 2025
Introduction to the "Best of GECCO 2023" Special Issue.
ACM Trans. Evol. Learn. Optim., 2025
Complexity, interpretability and robustness of GP-based feature engineering in remote sensing.
Swarm Evol. Comput., 2025
Quantitative prediction of grape ripening parameters combining an autonomous IoT spectral sensing system and chemometrics.
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Comput. Electron. Agric., 2025
Introducing Crossover in SLIM-GSGP.
Proceedings of the Genetic Programming - 28th European Conference, 2025
2024
Geometric semantic GP with linear scaling: Darwinian versus Lamarckian evolution.
Genet. Program. Evolvable Mach., December, 2024
Geometric semantic genetic programming with normalized and standardized random programs.
Genet. Program. Evolvable Mach., June, 2024
Explaining protein-protein interactions with knowledge graph-based semantic similarity.
Comput. Biol. Medicine, March, 2024
Exploring SLUG: Feature Selection Using Genetic Algorithms and Genetic Programming.
SN Comput. Sci., January, 2024
Corrigendum to "Analysis of domain shift in whole prostate gland, zonal and lesions segmentation and detection, using multicentric retrospective data" [Comput. Biol. Med. 17 (2024) 108216].
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Comput. Biol. Medicine, 2024
Analysis of domain shift in whole prostate gland, zonal and lesions segmentation and detection, using multicentric retrospective data.
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Comput. Biol. Medicine, 2024
M6GP: Multiobjective Feature Engineering.
Proceedings of the IEEE Congress on Evolutionary Computation, 2024
Measuring Structural Complexity of GP Models for Feature Engineering over the Generations.
Proceedings of the IEEE Congress on Evolutionary Computation, 2024
2023
Lectures on Intelligent Systems
Natural Computing Series, Springer, ISBN: 978-3-031-17921-1, 2023
Testing the Segment Anything Model on radiology data.
CoRR, 2023
Supervised Biomedical Semantic Similarity.
IEEE Access, 2023
Biomedical Knowledge Graph Embeddings with Negative Statements.
Proceedings of the Semantic Web - ISWC 2023, 2023
A Case Study on Data Science Processes in an Academia-Industry Collaboration.
Proceedings of the XXII Brazilian Symposium on Software Quality, 2023
Explainable Representations for Relation Prediction in Knowledge Graphs.
Proceedings of the 20th International Conference on Principles of Knowledge Representation and Reasoning, 2023
Performance Analysis of Self-Supervised Strategies for Standard Genetic Programming.
Proceedings of the Companion Proceedings of the Conference on Genetic and Evolutionary Computation, 2023
A Comparison of Structural Complexity Metrics for Explainable Genetic Programming.
Proceedings of the Companion Proceedings of the Conference on Genetic and Evolutionary Computation, 2023
An Investigation of Geometric Semantic GP with Linear Scaling.
Proceedings of the Genetic and Evolutionary Computation Conference, 2023
Evolutionary Algorithms for Segment Optimization in Vectorial GP.
Proceedings of the Companion Proceedings of the Conference on Genetic and Evolutionary Computation, 2023
Feature Selection on Epistatic Problems Using Genetic Algorithms with Nested Classifiers.
Proceedings of the Applications of Evolutionary Computation - 26th European Conference, 2023
Benchmark Datasets for Biomedical Knowledge Graphs with Negative Statements.
Proceedings of the 6th Workshop on Semantic Web Solutions for Large-Scale Biomedical Data Analytics co-located with ESWC 2023, 2023
2022
Fitness landscape analysis of convolutional neural network architectures for image classification.
Inf. Sci., 2022
Towards Supervised Biomedical Semantic Similarity.
Proceedings of the 5th Workshop on Semantic Web solutions for large-scale biomedical data analytics co-located with the Extended Semantic Web Conference (ESWC 2022), 2022
Evolving a cloud-robust water index with genetic programming.
Proceedings of the GECCO '22: Genetic and Evolutionary Computation Conference, Companion Volume, Boston, Massachusetts, USA, July 9, 2022
SLUG: Feature Selection Using Genetic Algorithms and Genetic Programming.
Proceedings of the Genetic Programming - 25th European Conference, 2022
The Supervised Semantic Similarity Toolkit.
Proceedings of the Semantic Web: ESWC 2022 Satellite Events - Hersonissos, Crete, Greece, May 29, 2022
Comparative study of classifier performance using automatic feature construction by M3GP.
Proceedings of the IEEE Congress on Evolutionary Computation, 2022
Assessing Occupational Health with a Cross-platform Application based on Self-reports and Biosignals.
Proceedings of the 15th International Joint Conference on Biomedical Engineering Systems and Technologies, 2022
2021
Improving Land Cover Classification Using Genetic Programming for Feature Construction.
Remote. Sens., 2021
Plotting time: On the usage of CNNs for time series classification.
CoRR, 2021
Is there data leakage in protein-protein interaction prediction using knowledge graphs?
Proceedings of the ISWC 2021 Posters, 2021
μ Viz: Visualization of Microservices.
Proceedings of the 25th International Conference Information Visualisation, 2021
Grammatical Evolution Mapping for Semantically-Constrained Genetic Programming.
Proceedings of the Genetic Programming Theory and Practice XVIII [GPTP 2021]., 2021
evoKGsim+: A Framework for Tailoring Knowledge Graph-Based Similarity for Supervised Learning.
Proceedings of the Semantic Web: ESWC 2021 Satellite Events, 2021
2020
Transfer learning in constructive induction with Genetic Programming.
Genet. Program. Evolvable Mach., 2020
E-Marketplace as a Tool for the Revitalization of Portuguese Craft Industry: The Design Process in the Development of an Online Platform.
Future Internet, 2020
A Machine Learning Approach to Predict Air Quality in California.
Complex., 2020
Evolving knowledge graph similarity for supervised learning in complex biomedical domains.
BMC Bioinform., 2020
Towards the use of vector based GP to predict physiological time series.
Appl. Soft Comput., 2020
A Study of Generalization and Fitness Landscapes for Neuroevolution.
IEEE Access, 2020
The Usability Argument for Refinement Typed Genetic Programming.
Proceedings of the Parallel Problem Solving from Nature - PPSN XVI, 2020
Refined typed genetic programming as a user interface for genetic programming.
Proceedings of the GECCO '20: Genetic and Evolutionary Computation Conference, 2020
Unlabeled multi-target regression with genetic programming.
Proceedings of the GECCO '20: Genetic and Evolutionary Computation Conference, 2020
Is k Nearest Neighbours Regression Better Than GP?
Proceedings of the Genetic Programming - 23rd European Conference, 2020
Ensemble Genetic Programming.
Proceedings of the Genetic Programming - 23rd European Conference, 2020
A Study of Fitness Landscapes for Neuroevolution.
Proceedings of the IEEE Congress on Evolutionary Computation, 2020
Improving the Detection of Burnt Areas in Remote Sensing using Hyper-features Evolved by M3GP.
Proceedings of the IEEE Congress on Evolutionary Computation, 2020
2019
Multidimensional genetic programming for multiclass classification.
Swarm Evol. Comput., 2019
Evolving multidimensional transformations for symbolic regression with M3GP.
Memetic Comput., 2019
To adapt or not to adapt, or the beauty of random settings.
Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2019
A Vectorial Approach to Genetic Programming.
Proceedings of the Genetic Programming - 22nd European Conference, 2019
A logical architecture design method for microservices architectures.
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Proceedings of the 13th European Conference on Software Architecture, 2019
Validation process for services produced by digital transformation.
Proceedings of the 29th Annual International Conference on Computer Science and Software Engineering, 2019
2018
A semi-supervised Genetic Programming method for dealing with noisy labels and hidden overfitting.
Swarm Evol. Comput., 2018
Less is more in incident categorization (Short Paper).
Proceedings of the 7th Symposium on Languages, Applications and Technologies, 2018
A multidimensional genetic programming approach for identifying epsistatic gene interactions.
Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2018
2017
The influence of population size in geometric semantic GP.
Swarm Evol. Comput., 2017
PSXO: population-wide semantic crossover.
Proceedings of the Genetic and Evolutionary Computation Conference, 2017
Unsure when to stop?: ask your semantic neighbors.
Proceedings of the Genetic and Evolutionary Computation Conference, 2017
Genetic Programming Representations for Multi-dimensional Feature Learning in Biomedical Classification.
Proceedings of the Applications of Evolutionary Computation - 20th European Conference, 2017
RANSAC-GP: Dealing with Outliers in Symbolic Regression with Genetic Programming.
Proceedings of the Genetic Programming - 20th European Conference, 2017
Geometric semantic genetic programming for biomedical applications: A state of the art upgrade.
Proceedings of the 2017 IEEE Congress on Evolutionary Computation, 2017
2016
neat Genetic Programming: Controlling bloat naturally.
Inf. Sci., 2016
Evolving genetic programming classifiers with novelty search.
Inf. Sci., 2016
Self-tuning geometric semantic Genetic Programming.
Genet. Program. Evolvable Mach., 2016
A Machine Learning Approach for the Integration of miRNA-Target Predictions.
Proceedings of the 24th Euromicro International Conference on Parallel, 2016
An Analysis of Geometric Semantic Crossover: A Computational Geometry Approach.
Proceedings of the 8th International Joint Conference on Computational Intelligence, 2016
Local Search is Underused in Genetic Programming.
Proceedings of the Genetic Programming Theory and Practice XIV, 2016
Arbitrarily Close Alignments in the Error Space: A Geometric Semantic Genetic Programming Approach.
Proceedings of the Genetic and Evolutionary Computation Conference, 2016
2015
A C++ framework for geometric semantic genetic programming.
Genet. Program. Evolvable Mach., 2015
3D Reconstruction of Bone Structures Based on Planar Radiography.
Proceedings of the Ambient Intelligence - Software and Applications, 2015
Multiclass Classification Through Multidimensional Clustering.
Proceedings of the Genetic Programming Theory and Practice XIII [GPTP 2015]., 2015
Geometric Semantic Genetic Programming with Local Search.
Proceedings of the Genetic and Evolutionary Computation Conference, 2015
M3GP - Multiclass Classification with GP.
Proceedings of the Genetic Programming - 18th European Conference, 2015
On the Generalization Ability of Geometric Semantic Genetic Programming.
Proceedings of the Genetic Programming - 18th European Conference, 2015
Semantic Learning Machine: A Feedforward Neural Network Construction Algorithm Inspired by Geometric Semantic Genetic Programming.
Proceedings of the Progress in Artificial Intelligence, 2015
2014
Semantic Search-Based Genetic Programming and the Effect of Intron Deletion.
IEEE Trans. Cybern., 2014
Corrections to "Semantic Search Based Genetic Programming and the Effect of Introns Deletion".
IEEE Trans. Cybern., 2014
Geometric Selective Harmony Search.
Inf. Sci., 2014
A survey of semantic methods in genetic programming.
Genet. Program. Evolvable Mach., 2014
Prediction of the Unified Parkinson's Disease Rating Scale assessment using a genetic programming system with geometric semantic genetic operators.
Expert Syst. Appl., 2014
How to Exploit Alignment in the Error Space: Two Different GP Models.
Proceedings of the Genetic Programming Theory and Practice XII, 2014
ESAGP - A Semantic GP Framework Based on Alignment in the Error Space.
Proceedings of the Genetic Programming - 17th European Conference, 2014
A Multi-dimensional Genetic Programming Approach for Multi-class Classification Problems.
Proceedings of the Genetic Programming - 17th European Conference, 2014
2013
Prediction of high performance concrete strength using Genetic Programming with geometric semantic genetic operators.
Expert Syst. Appl., 2013
Geometric Differential Evolution for Combinatorial and Programs Spaces.
Evol. Comput., 2013
Geometric Semantic Genetic Programming for Real Life Applications.
Proceedings of the Genetic Programming Theory and Practice XI [GPTP 2013, 2013
Prediction of Forest Aboveground Biomass: An Exercise on Avoiding Overfitting.
Proceedings of the Applications of Evolutionary Computation - 16th European Conference, 2013
Land Cover/Land Use Multiclass Classification Using GP with Geometric Semantic Operators.
Proceedings of the Applications of Evolutionary Computation - 16th European Conference, 2013
A New Implementation of Geometric Semantic GP and Its Application to Problems in Pharmacokinetics.
Proceedings of the Genetic Programming - 16th European Conference, 2013
Balancing Learning and Overfitting in Genetic Programming with Interleaved Sampling of Training Data.
Proceedings of the Genetic Programming - 16th European Conference, 2013
An Efficient Implementation of Geometric Semantic Genetic Programming for Anticoagulation Level Prediction in Pharmacogenetics.
Proceedings of the Progress in Artificial Intelligence, 2013
2012
Bloat free genetic programming: application to human oral bioavailability prediction.
Int. J. Data Min. Bioinform., 2012
Guest editorial: special issue on selected papers from the European conference on genetic programming.
Genet. Program. Evolvable Mach., 2012
Operator equalisation for bloat free genetic programming and a survey of bloat control methods.
Genet. Program. Evolvable Mach., 2012
Reuse of spatial concerns based on aspectual requirements analysis patterns.
Proceedings of the Sixth International Conference on Research Challenges in Information Science, 2012
Random Sampling Technique for Overfitting Control in Genetic Programming.
Proceedings of the Genetic Programming - 15th European Conference, 2012
2011
Reassembling operator equalisation: a secret revealed.
Proceedings of the 13th Annual Genetic and Evolutionary Computation Conference, 2011
Geometric nelder-mead algorithm on the space of genetic programs.
Proceedings of the 13th Annual Genetic and Evolutionary Computation Conference, 2011
A Comparison of Machine Learning Methods for the Prediction of Breast Cancer.
Proceedings of the Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics, 2011
An Empirical Study of Functional Complexity as an Indicator of Overfitting in Genetic Programming.
Proceedings of the Genetic Programming - 14th European Conference, 2011
A Quantitative Study of Learning and Generalization in Genetic Programming.
Proceedings of the Genetic Programming - 14th European Conference, 2011
2010
State-of-the-Art Genetic Programming for Predicting Human Oral Bioavailability of Drugs.
Proceedings of the Advances in Bioinformatics, 2010
Measuring bloat, overfitting and functional complexity in genetic programming.
Proceedings of the Genetic and Evolutionary Computation Conference, 2010
Proceedings of the Genetic and Evolutionary Computation Conference, 2010
Bloat Free Genetic Programming versus Classification Trees for Identification of Burned Areas in Satellite Imagery.
Proceedings of the Applications of Evolutionary Computation, 2010
Application of Genetic Programming Classification in an Industrial Process Resulting in Greenhouse Gas Emission Reductions.
Proceedings of the Applications of Evolutionary Computation, 2010
Geometric Differential Evolution on the Space of Genetic Programs.
Proceedings of the Genetic Programming, 13th European Conference, 2010
A comparison of the generalization ability of different genetic programming frameworks.
Proceedings of the IEEE Congress on Evolutionary Computation, 2010
2009
Dynamic limits for bloat control in genetic programming and a review of past and current bloat theories.
Genet. Program. Evolvable Mach., 2009
Combining Multidimensional Scaling and Computational Intelligence for Industrial Monitoring.
Proceedings of the Advances in Data Mining. Applications and Theoretical Aspects, 2009
Operator equalisation, bloat and overfitting: a study on human oral bioavailability prediction.
Proceedings of the Genetic and Evolutionary Computation Conference, 2009
Extending Operator Equalisation: Fitness Based Self Adaptive Length Distribution for Bloat Free GP.
Proceedings of the Genetic Programming, 12th European Conference, 2009
Using Operator Equalisation for Prediction of Drug Toxicity with Genetic Programming.
Proceedings of the Progress in Artificial Intelligence, 2009
2008
Classification of Seafloor Habitats Using Genetic Programming.
Proceedings of the Applications of Evolutionary Computing, 2008
SWIT: an open-source web-based database management system with indexing engine integration.
Proceedings of the 2008 Euro American conference on Telematics and Information Systems, 2008
2005
Resource-limited genetic programming: the dynamic approach.
Proceedings of the Genetic and Evolutionary Computation Conference, 2005
Evolutionary Computation Approaches for Shape Modelling and Fitting.
Proceedings of the Progress in Artificial Intelligence, 2005
Comparing tree depth limits and resource-limited GP.
Proceedings of the IEEE Congress on Evolutionary Computation, 2005
2004
Dynamic Limits for Bloat Control: Variations on Size and Depth.
Proceedings of the Genetic and Evolutionary Computation, 2004
2003
EURISWEB - Web-based epidemiological surveillance of antibiotic-resistant pneumococci in Day Care Centers.
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BMC Medical Informatics Decis. Mak., 2003
Dynamic Maximum Tree Depth.
Proceedings of the Genetic and Evolutionary Computation, 2003