@book{cisuc-3825-2014,
author={Noel Lopes and Ribeiro, B. },
title={Machine Learning for Adaptive Many-Core Machines - A Practical Approach",  Studies in Big Data Series, Ed. Springer, ISBN 978-3-319-06937-1},
publisher={Springer},
volume={7},
edition={1},
isbn={978-3319069371},
year=2014,
address={n/a},
}
@article{cisuc-6202-2020,
author={Uribe-Hurtado, A. and Alzate, M.O. and Noel Lopes and Ribeiro, B. },
title={GPU-based fast clustering via $K$-Centres and $k$-NN mode seeking for geospatial industry applications},
journal={Computers in Industry, Elsevier (in press)},
number={n/a},
pages={n/a},
year=2020,
address={n/a},
}
@article{cisuc-5142-2017,
author={Lee, W.P. and Hasan, S. and Shamsuddin, S.M. and Noel Lopes },
title={GPUMLib: Deep Learning SOM Library for Surface Reconstruction},
journal={International Journal of Advances in Soft Computing & Its Applications},
volume={9},
number={2},
pages={1--16},
year=2017,
address={n/a},
}
@article{cisuc-5143-2016,
author={Mustapha, I.B. and Hasan, S. and Shamsuddin, S.M. and Noel Lopes and Leng, W.Y. },
title={GPU-Based Multiple Back Propagation for Big Data Problems},
journal={International Journal of Advances in Soft Computing & Its Applications},
volume={8},
number={1},
pages={82--93},
year=2016,
address={n/a},
}
@article{cisuc-3443-2014,
author={Noel Lopes and Ribeiro, B. },
title={Towards Adaptive Learning with Improved Convergence of Deep Belief Networks on Graphics Processing Units},
editor={Elsevier},
journal={Pattern Recognition, Elsevier },
volume={47},
number={1},
pages={114--127},
year=2014,
address={n/a},
}
@article{cisuc-4626-2014,
author={Hasan, S. and Shamsuddin, S.M. and Noel Lopes },
title={Machine Learning Big Data Framework and Analytics for Big Data Problems},
journal={Int. J. Advance Soft Compu. Appl (IJASCA)},
volume={6},
pages={n/a},
number={2},
year=2014,
address={n/a},
}
@article{cisuc-2431-2012,
author={Noel Lopes and Ribeiro, B. },
title={Towards a Hybrid NMF-based Neural Approach for Face Recognition on GPUs},
editor={John Wang},
journal={International Journal of Data Mining, Modelling and Management (IJDMMM)},
volume={4},
number={2},
pages={138--155},
year=2012,
address={n/a},
}
@article{cisuc-2941-2012,
author={Noel Lopes and Ribeiro, B. },
title={Handling Missing Values via a Neural Selective Input Model },
editor={Mirko Novák},
journal={Neural Network World  },
volume={22},
number={4},
pages={357--370},
year=2012,
address={n/a},
}
@article{cisuc-2432-2011,
author={Noel Lopes and Ribeiro, B. },
title={GPUMLib: An Efficient Open-Source GPU Machine Learning Library},
editor={K. Saeed, A. Abraham},
journal={International Journal of Computer Information Systems and Industrial Management Applications},
volume={3},
number={n/a},
pages={355--362},
year=2011,
address={n/a},
}
@article{cisuc-2433-2011,
author={Noel Lopes and Ribeiro, B. },
title={An Evaluation of Multiple Feed-Forward Networks on GPUs},
editor={Hojjat Adeli},
journal={International Journal of Neural Systems (IJNS)},
volume={21},
number={1},
pages={31--47},
year=2011,
address={n/a},
}
@article{cisuc-398-2003,
author={Noel Lopes and Ribeiro, B. },
title={An efficient Gradient-Based Learning Algorithm Applied to Neural Networks with Selective Actuation Neurons},
journal={Neural, Parallel and Scientific Computations},
volume={11},
number={n/a},
pages={253--272},
year=2003,
address={n/a},
}
@inproceedings{cisuc-5275-2017,
author={Noel Lopes and Ribeiro, B. },
title={Novel Trends in Scaling Up Machine Learning Algorithms},
booktitle={16th IEEE International Conference On Machine Learning And Applications. ICMLA 2017},
year=2017,
address={n/a},
}
@inproceedings{cisuc-4703-2016,
author={Noel Lopes and Ribeiro, B. },
title={Trading off Distance Metrics vs Accuracy in Incremental Learning Algorithms},
booktitle={IberoAmerican  Congress on Pattern Recognition, LNCS, Springer},
year=2016,
address={n/a},
}
@inproceedings{cisuc-4296-2015,
author={Ribeiro, B. and Noel Lopes and Silva, C. },
title={Learning the Hash Code with Generalised Regression Neural Networks for Biometric Data Retrieval},
booktitle={International Joint Conference on Neural Networks (IJCNN'15)},
year=2015,
address={n/a},
}
@inproceedings{cisuc-4333-2015,
author={Noel Lopes and Ribeiro, B. },
title={Novel Trends in Scaling Up Machine Learning Algorithms},
booktitle={Proceedings of European Conference on Machine Learning (ECML), CEUR Workshop on Parallel and Distributed Computing, Porto, September},
year=2015,
address={n/a},
}
@inproceedings{cisuc-4335-2015,
author={Noel Lopes and Ribeiro, B. },
title={On the Impact of Distance Metrics in Instance-Based Learning Algorithms},
booktitle={Pattern Recognition and Image Analysis,Lecture Notes in Computer Science (LNCS), Vol 9117,Springer International Publishing},
year=2015,
address={n/a},
}
@inproceedings{cisuc-3824-2014,
author={Ribeiro, B. and Noel Lopes and João Gonçalves },
title={Signature Identification via Efficient Feature Selection and GPU-based  SVM Classifier},
booktitle={IEEE International Joint Conference on Neural Networks (IJCNN)},
year=2014,
address={n/a},
}
@inproceedings{cisuc-4001-2014,
author={João Gonçalves and Noel Lopes and Ribeiro, B. },
title={Handwritten Signature Matching using GPUMLib},
booktitle={20th edition of the Portuguese Conference on Pattern Recognition - RECPAD 2014},
year=2014,
address={n/a},
}
@inproceedings{cisuc-3505-2013,
author={Ribeiro, B. and Noel Lopes },
title={Extreme Learning Classifier With Deep Concepts},
booktitle={18th Iberoamerican Congress on Pattern Recognition (CIARP 2013), LNCS; Springer},
year=2013,
address={n/a},
}
@inproceedings{cisuc-3801-2013,
author={Hasan, S. and Shamsuddin, S.M. and Noel Lopes },
title={Soft computing methods for big data problems},
booktitle={2013 Symposium on GPU Computing and Applications},
year=2013,
address={n/a},
}
@inproceedings{cisuc-2669-2012,
author={Noel Lopes and Pereira, C. and Ribeiro, B. and António Dourado },
title={An Incremental Hypersphere Learning Framework for Protein Membership Prediction},
booktitle={International Conference on Hybrid Artificial Intelligence Systems, LNCS 7208, pp. 429-439},
year=2012,
address={n/a},
}
@inproceedings{cisuc-2715-2012,
author={Noel Lopes and Ribeiro, B. },
title={Restricted Boltzmann Machines and Deep Belief Networks on Multi-Core Processors},
booktitle={IEEE World Congress on Computational Intelligence (WCCI 2012), IEEE, Brisbane, Australia (DOI: 10.1007/978-3-642-32639-4_90)},
year=2012,
address={n/a},
}
@inproceedings{cisuc-2940-2012,
author={Noel Lopes and Ribeiro, B. },
title={Improving convergence of restricted Boltzmann machines via a learning adaptive step size},
booktitle={17th Iberoamerican Congress on Pattern Recognition (CIARP 2012), LNCS vol. 7441, pp: 511-518},
year=2012,
address={n/a},
}
@inproceedings{cisuc-2977-2012,
author={João Gonçalves and Noel Lopes and Ribeiro, B. },
title={Multi-Thread Support Vector Machines for Pattern Recognition},
booktitle={International Conference on Neural Information Processing, Part III, LNCS 7665, pp. 228--235. Springer, Heidelberg},
year=2012,
address={n/a},
}
@inproceedings{cisuc-4686-2012,
author={Noel Lopes and Ribeiro, B. and João Gonçalves },
title={Restricted Boltzmann machines and deep belief networks on multi-core processors},
booktitle={The 2012 international joint conference on neural networks (IJCNN)},
year=2012,
address={n/a},
}
@inproceedings{cisuc-2430-2011,
author={Noel Lopes and Ribeiro, B. },
title={A Robust Learning Model for Dealing with Missing Values in Many-Core Architectures},
booktitle={ICANNGA'11 - International Conference on Adaptive and Natural Computing Algorithms, pp. 108-117},
year=2011,
address={n/a},
}
@inproceedings{cisuc-2451-2011,
author={Ribeiro, B. and Quintas, R. and Noel Lopes },
title={Evaluation of a Resource Allocating Network with Long Term Memory using GPU},
booktitle={Proc Int Conf on Adaptive and Natural Computing Algorithms, pp 41-47, Part II, LNCS 6594, 2011},
year=2011,
address={n/a},
}
@inproceedings{cisuc-2600-2011,
author={Noel Lopes and Ribeiro, B. },
title={A Fast Optimized Semi-Supervised Non-Negative Matrix Factorization Algorithm},
booktitle={IEEE  International Joint Conference on Neural Networks (IJCNN)},
year=2011,
address={n/a},
}
@inproceedings{cisuc-2640-2011,
author={Ribeiro, B. and Noel Lopes },
title={Deep Belief Networks for Financial Prediction},
booktitle={B.-L. Lu, L. Zhang, and J. Kwok (Eds.):ICONIP 2011, Part III, LNCS 7064, pp. 766--773. Springer, Heidelberg (2011)},
year=2011,
address={n/a},
}
@inproceedings{cisuc-2665-2011,
author={Noel Lopes and Ribeiro, B. },
title={An Incremental Class Boundary Preserving Hypersphere Classifier},
booktitle={B.-L. Lu, L. Zhang, and J. Kwok (Eds.):ICONIP 2011, Part II, LNCS 7063, pp. 690--699. Springer, Heidelberg (2011)},
year=2011,
address={n/a},
}
@inproceedings{cisuc-2666-2011,
author={Noel Lopes and Ribeiro, B. },
title={Incremental Learning for Non-Stationary Patterns},
booktitle={17th edition of the Portuguese Conference on Pattern Recognition - RECPAD 2011},
year=2011,
address={n/a},
}
@inproceedings{cisuc-2182-2010,
author={Noel Lopes and Ribeiro, B. },
title={Stochastic GPU-based Multithread Implementation of Multiple Back-Propagation},
booktitle={Second International Conference on Agents and Artificial Intelligence (ICAART 2010), pp. 271-276},
year=2010,
address={n/a},
}
@inproceedings{cisuc-2344-2010,
author={Silva, C. and Ribeiro, B. and Noel Lopes },
title={Improving Recall Values in Breast Cancer Diagnosis with Incremental Background Knowledge},
booktitle={IEEE World Congress on Computational Intelligence (WCCI 2010)},
year=2010,
address={n/a},
}
@inproceedings{cisuc-2345-2010,
author={Noel Lopes and Ribeiro, B. },
title={A Strategy for Dealing With Missing Values by Using Selective Activation Neurons in a Multi-Topology Framework},
booktitle={IEEE World Congress on Computational Intelligence (WCCI 2010)},
year=2010,
address={n/a},
}
@inproceedings{cisuc-2346-2010,
author={Ribeiro, B. and Noel Lopes and Silva, C. },
title={High-Performance Bankruptcy Prediction Model using Graphics Processing Units},
booktitle={IEEE World Congress on Computational Intelligence (WCCI 2010)},
year=2010,
address={n/a},
}
@inproceedings{cisuc-2347-2010,
author={Noel Lopes and Ribeiro, B. and Quintas, R. },
title={GPUMLib: A New Library to Combine Machine Learning Algorithms with Graphics Processing Units},
booktitle={10th International Conference on Hybrid Intelligent Systems (IEEE)},
year=2010,
address={n/a},
}
@inproceedings{cisuc-2348-2010,
author={Noel Lopes and Ribeiro, B. },
title={Non-Negative Matrix Factorization Implementation Using Graphic Processing Units},
booktitle={11th International Conference on Intelligent Data Engineering and Automated Learning, LNCS 6283, Springer, pp. 275-283},
year=2010,
address={n/a},
}
@inproceedings{cisuc-2379-2010,
author={Noel Lopes and Ribeiro, B. },
title={A Hybrid Face Recognition Approach Using GPUMLib},
booktitle={Iberoamerican Congress on Pattern Recognition, CIARP 2010, LNCS 6419, Springer, pp. 96-103},
year=2010,
address={n/a},
}
@inproceedings{cisuc-2179-2009,
author={Noel Lopes and Ribeiro, B. },
title={GPU implementation of the multiple back-propagation algorithm},
booktitle={10th International Conference on Intelligent Data Engineering and Automated Learning - IDEAL 2009},
year=2009,
address={n/a},
}
@inproceedings{cisuc-2180-2009,
author={Noel Lopes and Ribeiro, B. },
title={MBPGPU: A Supervised Pattern Classifier for Graphical Processing Units},
booktitle={15th edition of the Portuguese Conference on Pattern Recognition - RECPAD 2009},
year=2009,
address={n/a},
}
@inproceedings{cisuc-2181-2009,
author={Noel Lopes and Ribeiro, B. },
title={Fast pattern classification of ventricular arrhythmias using graphics processing units},
booktitle={14th Iberoamerican Congress on Pattern Recognition (CIARP 2009)},
year=2009,
address={n/a},
}
@inproceedings{cisuc-491-2001,
author={Noel Lopes and Ribeiro, B. },
title={Hybrid learning in a multi-neural network architecture},
booktitle={INNS-IEEE International Joint Conference on Neural Networks (IJCNN'01)},
year=2001,
address={n/a},
}
@inproceedings{cisuc-495-1999,
author={Noel Lopes and Ribeiro, B. },
title={A Data Pre-Processing Tool for Neural Networks (DTPNN) Use in a Moulding Injection Machine},
booktitle={Second World Manufacturing Congress (WMC'99)},
year=1999,
address={n/a},
}
@inproceedings{cisuc-496-1999,
author={Noel Lopes and Ribeiro, B. },
title={Part Quality Prediction in an Injection Moulding Process using Neural Networks},
booktitle={Second World Manufacturing Congress (WMC\'99)},
year=1999,
address={n/a},
}
@inbook{cisuc-4000-2014,
author={Hasan, S. and Shamsuddin, S.M. and Noel Lopes },
title={Soft Computing Methods for Big Data Problems},
chapter={15},
publisher={Springer Singapore},
booktitle={GPU Computing and Applications},
volume={na},
edition={na},
pages={235--247},
year=2014,
address={n/a},
}