Books

Ensembles of Artificial Neural Networks:
Analysis and Development of Design Methods


Author: Joaquín Torres-Sospedra
Department/Institute: Universitat Jaume I. Departament d'Enginyeria i Ciència dels Computadors
Date of defense: 2011-09-30

Journal publications

54.55%
4.54%
4.54%
13.64%
22.73%
2017
JCR Q1 (2016) Potortì, F.; Park, S.; Jiménez Ruiz, A.R.; Barsocchi, P.; Girolami, M.; Crivello, A.; Lee, S.Y.; Lim, J.H.; Torres-Sospedra, J.; Seco, F.; Montoliu, R.; Mendoza-Silva, G.M.; Pérez Rubio, M.D.C.; Losada-Gutiérrez, C.; Espinosa, F.; Macias-Guarasa, J. Comparing the Performance of Indoor Localization Systems through the EvAAL Framework Sensors Vol. 17(10), 2017. doi
Others Lohan, E.S.; Torres-Sospedra, J.; Leppäkoski, H.; Richter, P.; Peng, Z.; Huerta, J. Wi-Fi Crowdsourced Fingerprinting Dataset for Indoor Positioning Data Vol. 2(4), 2017. doi
JCR Q1 (2016) Trilles, S.; Calia, A.; Belmonte, O.; Torres-Sospedra, J.; Montoliu, R.; Huerta, J. Deployment of an open sensorized platform in a smart city context Future Generation Computer Systems Vol. 76, pp. 221-233, 2017. doi
JCR Q4 (2016) Torres-Sospedra, J.; Belmonte, O.; Montoliu, R.; Trilles, S. & Calia, A., In-home monitoring system based on WiFi fingerprints for Ambient Assisted Living Journal of Ambient Intelligence and Smart Environments, Vol. 9(5), pp. 543-560, 2017. doi
JCR Q1 (2016) Torres-Sospedra, J.; Jiménez, A.; Knauth, A.; Moreira, A.; Beer, Y.; Fetzer, T.; Ta, V.-C.; Montoliu, R.; Seco, F.; Mendoza, G.; Belmonte, O.; Koukofikis, A.; Nicolau, M.J.; Costa, A.; Meneses, F.; Ebner, F.; Deinzer, F.; Vaufreydaz, D.; Dao, T.-K.; and Castelli, E. The Smartphone-based Off-Line Indoor Location Competition at IPIN 2016: Analysis and Future work Sensors Vol. 17(3), 2017. doi
JCR Q1 (2016) Belmonte, O.; Puertas-Cabedo, A.; Torres-Sospedra, J.; Montoliu, R.; Trilles, S. An Indoor Positioning System based on wearables for Ambient Assisted Living Sensors Vol. 17(1), 2017. doi
JCR Q4 (2016) Torres-Sospedra, J.; Moreira, A.; Knauth, S.; Berkvens, R.; Montoliu, R.; Belmonte, O.; Trilles, S.; Nicolau, M.J.; Meneses, F.; Costa, A.; Koukofikis, A.; Weyn, M.; & Peremans, H. A Realistic Evaluation of Indoor Positioning Systems Based on Wi-Fi Fingerprinting: The 2015 EvAAL-ETRI Competition Journal of Ambient Intelligence and Smart Environments Vol. 9, pp. 263-279, 2017. doi
2016
JCR Q4 Torres-Sospedra, J.; Montoliu, R.; Mendoza, G.; Belmonte, O.; Rambla, D. & Huerta, J. Providing Databases for Different Indoor Positioning Technologies: Pros and Cons of Magnetic field and Wi-Fi based Positioning Mobile Information Systems Vol. 2016, 2016. doi
JCR Q3 SC Aguilar-Moreno, E.; Montoliu, R. & Torres-Sospedra, J. Tecnologías de posicionamiento en interiores al servicio de una biblioteca universitaria: hacia la Smart Library Profesional de la Información Vol. 25(2), pp. 295-302, 2016. doi
2015
JCR Q1 Torres-Sospedra, J.; Montoliu, R.; Trilles, S.; Belmonte, O. & Huerta, J. Comprehensive Analysis of Distance and Similarity Measures for Wi-Fi Fingerprinting Indoor Positioning Systems Expert Systems with Applications Vol. 42(23), pp. 9263-9278, 2015. doi
JCR Q1 Torres-Sospedra, J.; Avariento, J.; Rambla, D.; Montoliu, R.; Casteleyn, S.; Benedito-Bordonau, M.; Gould, M. & Huerta, J. Enhancing Integrated Indoor/Outdoor Mobility in a Smart Campus International Journal of Geographical Information Science Vol. 29(11), pp. 1955-1968, 2015. doi
JCR Q2 Montoliu, R.; Martín-Félez, R.; Torres-Sospedra, J. & Martinez-Usó, A. Team Activity Recognition in Association Football using a Bag-of-Words-based Method Human Movement Science Vol. 41, pp. 165-178, 2015. doi
JCR Q1 Trilles, S.; Luján, A.; Belmonte, Ó.; Montoliu, R.; Torres-Sospedra, J. & Huerta, J. SEnviro: a sensorized platform proposal using open hardware and open standards Sensors Vol. 15(3), pp. 5555-5582, 2015. doi
JCR Q1 Montoliu, R.; Martín-Félez, R.; Torres-Sospedra, J. & Rodriguez-Pérez, S. ATM-based Analysis and Recognition of Handball Team Activities Neurocomputing Vol. 150, pp. 189-199, 2015. doi
2014
JCR Q1 Torres-Sospedra, J. & Nebot, P. Two-stage procedure based on smoothed ensembles of neural networks applied to weed detection in orange groves Biosystems Engineering Vol. 123, pp. 40-55, 2014. doi
2013
JCR Q1 Fernández-Breis, J. T.; Maldonado, J. A.; Marcos, M.; del Carmen Legaz-Garcí­a, M.; Moner, D.; Torres-Sospedra, J.; Esteban-Gil, A.; Martí­nez-Salvador, B. & Robles, M. Leveraging electronic healthcare record standards and semantic web technologies for the identification of patient cohorts Journal of the American Medical Informatics Association Vol. 20, pp. e288-e296, 2013. doi
2011
JCR Q1 Nebot, P.; Torres-Sospedra, J. & Martí­nez, R. J. A New HLA-Based Distributed Control Architecture for Agricultural Teams of Robots in Hybrid Applications with Real and Simulated Devices or Environments Sensors Vol. 11, pp. 4385-4400, 2011. doi
JCR Q1 Torres-Sospedra, J. & Nebot, P. A New Approach to Visual-Based Sensory System for Navigation into Orange Groves Sensors Vol. 11, pp. 4086-4103, 2011. doi
2005
Others Hernández-Espinosa, C.; Torres-Sospedra, J. & Fernández-Redondo, M. New Experiments on Ensembles of MF International Journal of Information Technology Vol. 11, pp. 10-19, 2005.
Others Torres-Sospedra, J.; Fernández-Redondo, M. & Hernández-Espinosa, C. Combination Methods for Ensembles of Multilayer Feedforward WSEAS Transactions on Systems Vol. 4, pp. 474-479, 2005.
Others Hernández-Espinosa, C.; Torres-Sospedra, J. & Fernández-Redondo, M. Combination Methods for Ensembles of RBF Networks WSEAS Transactions on Circuits and Systems Vol. 4, pp. 389-394, 2005.
Others Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Ensembles of Multilayer Feedforward: A New Comparison WSEAS Transactions on Systems Vol. 4, pp. 468-473, 2005.

Conference publications

25.71%
15.71%
8.57%
38.57%
11.43%
2018
Others Mendoza-Silva, G. M.; Torres-Sospedra, J.; & Huerta, J. Locations Selection for Periodic Radio Map Update in WiFi Fingerprinting Proceedings of the Fourteenth Conference on Location Based Services, 2018.
2017
Others Montoliu, R.;, Sansano, E.;, Torres-Sospedra, J.; and Belmonte, O. A Public Repository for Comparing and Evaluating Indoor Positioning Systems Proceedings of the Eighth International Conference on Indoor Positioning and Indoor Navigation, 2017. [Candidate IPIN 2017 best paper]
Others Sansano, E.;, Montoliu, R.; and Torres-Sospedra, J. Novel Methodology to Estimate a Measurement of the Inherent Difficulty of an Indoor Localization Radio Map Proceedings of the Eighth International Conference on Indoor Positioning and Indoor Navigation, 2017.
Others Moreira, A.; Silva, I.; Meneses, F.; Nicolau, M.J.; Pendão, C.; Torres-Sospedra, J. Multiple simultaneous Wi-Fi measurements in fingerprinting indoor positioning Proceedings of the Eighth International Conference on Indoor Positioning and Indoor Navigation, 2017.
Others Mendoza-Silva, G.M.;, Torres-Sospedra, J.; and Huerta, J. More Realistic Error Distance Calculation for WiFi Indoor Positioning Systems Accuracy Evaluation Proceedings of the Eighth International Conference on Indoor Positioning and Indoor Navigation, 2017.
2016
Others Mendoza-Silva, G. M.; Rodriguez-Pupo, L. E.; Torres-Sospedra, J.; Huerta, J. Solutions for signal mapping campaigns of Wi-Fi networks Proceedings of the VII Jornadas Ibéricas de Infraestructuras de Datos Espaciales, 2016.
Others Mendoza-Silva, G. M.; Torres-Sospedra, J.; Huerta, J.; Montoliu, R.; Benitez, F.; & Belmonte, O. Situation Goodness Method for Weighted Centroid-based Wi-Fi APs Localization Proceedings of the Thirdteenth Conference on Location Based Services, 2016. doi
Others Montoliu, R., Torres-Sospedra, J.; & Belmonte, O. Magnetic Field based Indoor Positioning Using the Bag of Words Paradigm Proceedings of the Seventh International Conference on Indoor Positioning and Indoor Navigation, 2016. doi
Others Torres-Sospedra, J.; Mendoza-Silva, G. M.; Montoliu, R.; Belmonte, O.; Benitez, F.; & Huerta, J. Ensembles of Indoor Positioning Systems Based on Fingerprinting: Simplifying Parameter Selection and Obtaining Robust Systems Proceedings of the Seventh International Conference on Indoor Positioning and Indoor Navigation, 2016. doi
Others Torres-Sospedra, J.; Belmonte, O.; Montoliu, R.; Trilles, S. & Calia, A., How feasible is WiFi fingerprint-based indoor positioning for in-home monitoring? Proceedings of the 12th International Conference on Intelligent Environment, 2016. doi
2015
Workshops Torres-Sospedra, J.; Ana Sanchís, A.; Mauri Benedito-Bordonau, M.; Gould, M. & Huerta, J. SmartUJI: A Platform for SmartCampus Applications Proceedings of the Second Smart University Workshop, 2015.
Others Potortì, F.; Barsocchi, P.; Girolami, M.; Torres-Sospedra, J. & Montoliu, R. Evaluating Indoor Localization Solutions in Large Environments Through Competitive Benchmarking: The EvAAL-ETRI Competition Proceedings of the Sixth Conference on Indoor Positioning and Indoor Navigation, 2015. doi
Others Torres-Sospedra, J.; Rambla, D.; Montoliu, R.; Belmonte, O. & Huerta, J. UJIIndoorLoc-Mag: A New Database for Magnetic Field-Based Localization Problems Proceedings of the Sixth Conference on Indoor Positioning and Indoor Navigation, 2015. doi
2014
Others Garcia-Martí­, I.; Torres-Sospedra, J.; Rodriguez-Pupo, L. E. & Huerta, J. A comparative study on VGI and professional noise data In proceedings of the 17th AGILE Conference on Geographic Information Science, 2014.
Workshops Marcos, M.; Torres-Sospedra, J. & Martínez-Salvador, B. Assessment of Clinical Guideline Models Based on Metrics for Business Process Models Proceedings of the 6th International Workshop on Knowledge Representation for Health Care, Lecture Notes in Artificial Intelligence, Vol. 8903, pp. 111-120, 2014. doi
Others Torres-Sospedra, J.; Montoliu, R.; Martínez-Usó, A.; Avariento, J. P.; Arnau, T. J.; Benedito-Bordonau, M. & Huerta, J. UJIIndoorLoc: A New Multi-building and Multi-floor Database for WLAN Fingerprint-based Indoor Localization Problems Proceedings of the Fifth Conference on Indoor Positioning and Indoor Navigation, pp. 261-270, 2014. doi
2012
Others Nebot, P.; Torres-Sospedra, J. & Recatala, G. Using Neural Networks for Maintenance Tasks in Agriculture: Precise Weed Detection Proceedings of the International Conference of Agricultural Engineering CIGR-Ageng 2012, 2012.
2011
Others A Case Study on Agriture: Distributed HLA-Based Architecture for Agricultural Robotics Nebot, P.; Torres-Sospedra, J. & Martínez, R. Proceedings of the International Symposium on Distributed Computing and Artificial Intelligence. Advances in Intelligent and Soft Computing, Vol. 91, pp. 353-360, 2011. doi
Others Torres-Sospedra, J. & Nebot, P. Visual Outdoor Path Planner for Orange Groves Based on Ensembles of Neural Networks Proceedings of the 8th International Conference on Informatics in Control, Automation and Robotics, Vol. 2, pp. 223-228, 2011.
Core A Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Improving Boosting Methods by Generating Specific Training and Validation Sets Proceedings of the International Conference on Neural Information Processing, Part II. Lecture Notes in Computer Science, Vol. 7063, pp. 580-587, 2011. doi
Core A Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Using Bagging and Cross-Validation to improve ensembles based on Penalty terms Proceedings of the International Conference on Neural Information Processing, Part II. Lecture Notes in Computer Science, Vol. 7063, pp. 588-595, 2011. doi
Core A Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Introducing reordering algorithms to classic well-known ensembles to improve their performance Proceedings of the International Conference on Neural Information Processing, Part II. Lecture Notes in Computer Science, Vol. 7063, pp. 572-579, 2011. doi
2008
Workshops Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Decision Fusion on Boosting Ensembles Artificial Neural Networks in Pattern Recognition. Third IAPR Workshop, ANNPR 2008 Paris, France, July 2-4, 2008 Proceedings Lecture Notes in Artificial Intelligence, Vol. 5064, pp. 157-167, 2008. doi
Workshops Fernández-Redondo, M.; Torres-Sospedra, J. & Hernández-Espinosa, C. The Mixture of Neural Networks as Ensemble Combiner Artificial Neural Networks in Pattern Recognition. Third IAPR Workshop, ANNPR 2008 Paris, France, July 2-4, 2008 Proceedings Lecture Notes in Artificial Intelligence, Vol. 5064, pp. 168-179, 2008. doi
Workshops Hernández-Espinosa, C.; Torres-Sospedra, J. & Fernández-Redondo, M. Researching on Multi-net systems based on Stacked Generalization Artificial Neural Networks in Pattern Recognition. Third IAPR Workshop, ANNPR 2008 Paris, France, July 2-4, 2008 Proceedings Lecture Notes in Artificial Intelligence, Vol. 5064, pp. 193-204, 2008. doi
Core B Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. New Results on Combination Methods for Boosting Ensembles Artificial Neural Networks - ICANN 2008 , 18th International Conference, Prague, Czech Republic, September 3-6, 2008, Proceedings Lecture Notes in Computer Science, Vol. 5163, pp. 285-294, 2008. doi
Core B Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Adding Diversity in Ensembles of Neural Networks by Reordering the Training Set Artificial Neural Networks - ICANN 2008 , 18th International Conference, Prague, Czech Republic, September 3-6, 2008, Proceedings Lecture Notes in Computer Science, Vol. 5163, pp. 275-284, 2008. doi
Core A Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Researching on Combining Boosting Ensembles Proceedings of International Joint Conference on Neural Networks, IJCNN 2008, Hong Kong, pp. 2291-2296, 2008. doi
2007
Core B Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Averaged Conservative Boosting: Introducing a New Method to Build Ensembles of Neural Networks Artificial Neural Networks - ICANN 2007. 17th International Conference, Porto, Portugal, September 9-13, 2007, Proceedings, Part I Lecture Notes in Computer Science, Vol. 4668, pp. 309-318, 2007. doi
Core B Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Stacking MF Networks to Combine the Outputs Provided by RBF Networks Artificial Neural Networks - ICANN 2007. 17th International Conference, Porto, Portugal, September 9-13, 2007, Proceedings, Part I Lecture Notes in Computer Science, Vol. 4668, pp. 450-459, 2007. doi
Core A Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Mixing Aveboost and Conserboost to Improve Boosting Methods Proceedings of International Joint Conference on Neural Networks, IJCNN 2007, Orlando, USA, pp. 672-677, 2007. doi
Core A Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Designing a Multilayer Feedforward Ensemble with the Weighted Conservative Boosting Algorithm Proceedings of International Joint Conference on Neural Networks, IJCNN 2007, Orlando, USA, pp. 684-689, 2007. doi
Core B Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Improving Adaptive Boosting with a Relaxed Equation to Update the Sampling Distribution Computational and Ambient Intelligence. Lecture Notes in Computer Science, Vol. 4507, pp. 119-126, 2007. doi
2006
Workshops Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. An Experimental Study on Training Radial Basis Functions by Gradient Descent Artificial Neural Networks in Pattern Recognition. Second IAPR Workshop, ANNPR 2006, Ulm, Germany, August 31-September 2, 2006. Proceedings Lecture Notes in Artificial Intelligence, Vol. 4087, pp. 81-92, 2006. doi
Workshops Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Combining MF Networks: A Comparison Among Statistical Methods and Stacked Generalization Artificial Neural Networks in Pattern Recognition. Second IAPR Workshop, ANNPR 2006, Ulm, Germany, August 31-September 2, 2006. Proceedings Lecture Notes in in Artificial Intelligence, Vol. 4087, pp. 210-220, 2006. doi
Core B Fernández-Redondo, M.; Torres-Sospedra, J. & Hernández-Espinosa, C. Improving the Expert Networks of a Modular Multi-Net System for Pattern Recognition Artificial Neural Networks - ICANN 2006. 16th International Conference, Athens, Greece, September 10-14, 2006. Proceedings, Part I Lecture Notes in Computer Science, Vol. 4131, pp. 293-302, 2006. doi
Others Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Improving Adaptive Boosting with k-Cross-Fold Validation Intelligent Computing. International Conference on Intelligent Computing, ICIC 2006, Kunming, China, August 16-19, 2006. Proceedings, Part I Lecture Notes in Computer Science, Vol. 4113, pp. 397-402, 2006. doi
Others Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. The Mixture of Neural Networks Adapted to Multilayer Feedforward Architecture Intelligent Computing. International Conference on Intelligent Computing, ICIC 2006, Kunming, China, August 16-19, 2006. Proceedings, Part I Lecture Notes in Computer Science, Vol. 4113, pp. 488-493, 2006. doi
Others Fernández-Redondo, M.; Torres-Sospedra, J. & Hernández-Espinosa, C. Gradient Descent and Radial Basis Functions Intelligent Computing. International Conference on Intelligent Computing, ICIC 2006, Kunming, China, August 16-19, 2006. Proceedings, Part I Lecture Notes in Computer Science, Vol. 4113, pp. 391-396, 2006. doi
Others Hernández-Espinosa, C.; Torres-Sospedra, J. & Fernández-Redondo, M. Improving the Combination Module with a Neural Network Intelligent Computing. International Conference on Intelligent Computing, ICIC 2006, Kunming, China, August 16-19, 2006. Proceedings, Part I Lecture Notes in Computer Science, Vol. 4113, pp. 146-155, 2006. doi
Core A Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Adaptive Boosting: Dividing the Learning Set to Increase the Diversity and Performance of the Ensemble Neural Information Processing. 13th International Conference, ICONIP 2006, Hong Kong, China, October 3-6, 2006, Proceedings, Part I Lecture Notes in Computer Science, Vol. 4232, pp. 688-697, 2006. doi
Core A Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Mixture of Neural Networks: Some Experiments with the Multilayer Feedforward Architecture Neural Information Processing. 13th International Conference, ICONIP 2006, Hong Kong, China, October 3-6, 2006, Proceedings, Part I Lecture Notes in Computer Science, Vol. 4232, pp. 616-625, 2006. doi
Core A Fernández-Redondo, M.; Torres-Sospedra, J. & Hernández-Espinosa, C. Training RBFs Networks: A Comparison among Supervised and not Supervised Algorithms Neural Information Processing. 13th International Conference, ICONIP 2006, Hong Kong, China, October 3-6, 2006, Proceedings, Part I Lecture Notes in Computer Science, Vol. 4232, pp. 477-486, 2006. doi
Core A Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Designing a Multilayer Feedforward Ensembles with Cross Validated Boosting Algorithm Proceedings of International Joint Conference on Neural Networks, IJCNN 2006, Vancouver, Canada, pp. 2257-2262, 2006. doi
Core A Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Designing a New Multilayer Feedforward Modular Network for Classification Problems Proceedings of International Joint Conference on Neural Networks, IJCNN 2006, Vancouver, Canada, pp. 2263-2268, 2006. doi
Core A Fernández-Redondo, M.; Torres-Sospedra, J. & Hernández-Espinosa, C. Training Radial Basis Functions by Gradient Descent Proceedings of International Joint Conference on Neural Networks, IJCNN 2006, Vancouver, Canada, pp. 1735-1741, 2006. doi
2005
Others Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Combinación de Conjuntos de Redes Multilayer Feedforward Actas del Simposio de Inteligencia Computacional, SICO2005, pp. 11-18, 2005.
Others Fernández-Redondo, M.; Torres-Sospedra, J. & Hernández-Espinosa, C. Combinación de Conjuntos de Redes Radial Basis Functions Actas del Simposio de Inteligencia Computacional, SICO2005, pp. 515-520, 2005.
Others Hernández-Espinosa, C.; Fernández-Redondo, M. & Torres-Sospedra, J. Nuevos experimentos sobre Conjuntos de RNAs. Actas del Simposio de Inteligencia Computacional, SICO2005, pp. 19-25, 2005.
Core B Torres-Sospedra, J.; Fernández-Redondo, M. & Hernández-Espinosa, C. Combination Methods for Ensembles of MF. Artificial Neural Networks: Formal Models and Their Applications - ICANN 2005, 15th International Conference, Warsaw, Poland, September 11-15, 2005, Proceedings, Part II Lecture Notes in Computer Science, Vol. 3697, pp. 133-138, 2005. doi
Core B Hernández-Espinosa, C.; Torres-Sospedra, J. & Fernández-Redondo, M. Combination Methods for Ensembles of RBFs. Artificial Neural Networks: Formal Models and Their Applications - ICANN 2005, 15th International Conference, Warsaw, Poland, September 11-15, 2005, Proceedings, Part II Lecture Notes in Computer Science, Vol. 3697, pp. 121-126, 2005. doi
Core B Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. New Results on Ensembles of Multilayer Feedforward. Artificial Neural Networks: Formal Models and Their Applications - ICANN 2005, 15th International Conference, Warsaw, Poland, September 11-15, 2005, Proceedings, Part II Lecture Notes in Computer Science, Vol. 3697, pp. 139-144, 2005. doi
Core A Torres-Sospedra, J.; Fernández-Redondo, M. & Hernández-Espinosa, C. A Research on Combination Methods for Ensembles of Multilayer Feedforward Proceedings of International Joint Conference on Neural Networks, IJCNN 2005, Montreal, Canada Lecture Notes in Computer Science Vol. 2, pp. 1125-1130, 2005. doi
Core A Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernandez-Redondo, M. A Comparison of Combination Methods for Ensembles of RBF Networks Proceedings of International Joint Conference on Neural Networks, IJCNN 2005, Montreal, Canada Lecture Notes in Computer Science Vol. 2, pp. 1137-1141, 2005. doi
Core A Hernández-Espinosa, C.; Torres-Sospedra, J. & Fernández-Redondo, M. New Experiments on Ensembles of Multilayer Feedforward for Classification Problems Proceedings of International Joint Conference on Neural Networks, IJCNN 2005, Montreal, Canada Lecture Notes in Computer Science Vol. 2, pp. 1120-1124, 2005. doi
Core B Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Ensembles of Multilayer Feedforward: Some New Results. Computational Intelligence and Bioinspired Systems, 8th International Work-Conference on Artificial Neural Networks, IWANN 2005, Vilanova i la Geltrú, Barcelona, Spain, June 8-10, 2005, Proceedings Lecture Notes in Computer Science, Vol. 3512, pp. 604-611, 2005. doi
Others Torres-Sospedra, J.; Fernández-Redondo, M. & Hernández-Espinosa, C. Combination Methods for Ensembles of Multilayer Feedforward Proceedings of 6th WSEAS International Conference on Neural Networks, pp. 146-151, 2005.
Others Hernández-Espinosa, C.; Torres-Sospedra, J. & Fernández-Redondo, M. Combination Methods for Ensembles of RBF Networks Proceedings of 6th WSEAS International Conference on Neural Networks, pp. 140-145, 2005.
Others Torres-Sospedra, J.; Hernández-Espinosa, C. & Fernández-Redondo, M. Ensembles of Multilayer Feedforward: A New Comparison Proceedings of 6th WSEAS International Conference on Neural Networks, pp. 152-157, 2005.
2004
Core C Hernández-Espinosa, C.; Fernández-Redondo, M. & Torres-Sospedra, J. Experiments on Ensembles of Radial Basis Functions. Artificial Intelligence and Soft Computing - ICAISC 2004, 7th International Conference, Zakopane, Poland, June 7-11, 2004, Proceedings Lecture Notes in Computer Science, Vol. 3070, pp. 197-202, 2004. doi
Core C Fernández-Redondo, M.; Hernández-Espinosa, C.; Ortiz-Gómez, M. & Torres-Sospedra, J. Training Radial Basis Functions by Gradient Descent. Artificial Intelligence and Soft Computing - ICAISC 2004, 7th International Conference, Zakopane, Poland, June 7-11, 2004, Proceedings Lecture Notes in Computer Science, Vol. 3070, pp. 184-189, 2004. doi
Core A Fernández-Redondo, M.; Hernández-Espinosa, C. & Torres-Sospedra, J. Multilayer Feedforward Ensembles for Classification Problems. Neural Information Processing, 11th International Conference, ICONIP 2004, Calcutta, India, November 22-25, 2004, Proceedings Lecture Notes in Computer Science, Vol. 3316, pp. 744-749, 2004. doi
Core A Fernández-Redondo, M.; Hernández-Espinosa, C.; Ortiz-Gómez, M. & Torres-Sospedra, J. Some Experiments on Training Radial Basis Functions by Gradient Descent. Neural Information Processing: 11th International Conference, ICONIP 2004, Calcutta, India, November 22-25, 2004. Proceedings. Lecture Notes in Computer Science, Vol. 3316, pp. 428-433, 2004. doi
Core A Fernández-Redondo, M.; Hernández-Espinosa, C. & Torres-Sospedra, J. Hyperspectral Image Classification by Ensembles of Multilayer Feedforward Networks Proceedings of the International Joint Conference on Neural Networks, IJCNN 2004, Budapest, Hungary Vol. 2, pp. 1145 - 1149, 2004. doi
Core C Fernández-Redondo, M.; Hernández-Espinosa, C. & Torres-Sospedra, J. Classification by Multilayer Feedforward Ensembles. Advances in Neural Networks - ISNN 2004, International Symposium on Neural Networks, Dalian, China, August 19-21, 2004, Proceedings, Part I. Lecture Notes in Computer Science, Vol. 3173, pp. 852-857, 2004. doi
Core C Hernández-Espinosa, C.; Fernández-Redondo, M. & Torres-Sospedra, J. Some Experiments with Ensembles of Neural Networks for Classification of Hyperspectral Images. Advances in Neural Networks - ISNN 2004, International Symposium on Neural Networks, Dalian, China, August 19-21, 2004, Proceedings, Part I Lecture Notes in Computer Science, Vol. 3173, pp. 912-917, 2004. doi
Core C Hernández-Espinosa, C.; Fernández-Redondo, M. & Torres-Sospedra, J. Ensembles of RBFs Trained by Gradient Descent. Advances in Neural Networks - ISNN 2004, International Symposium on Neural Networks, Dalian, China, August 19-21, 2004, Proceedings, Part I Lecture Notes in Computer Science, Vol. 3173, pp. 223-228, 2004. doi
Core C Fernández-Redondo, M.; Hernández-Espinosa, C.; Ortiz-Gómez, M. & Torres-Sospedra, J. Gradient Descent Training of Radial Basis Functions. Advances in Neural Networks - ISNN 2004, International Symposium on Neural Networks, Dalian, China, August 19-21, 2004, Proceedings, Part I Lecture Notes in Computer Science, Vol. 3173, pp. 229-234, 2004. doi
Core B Hernández-Espinosa, C.; Fernández-Redondo, M. & Torres-Sospedra, J. Some Experiments on Ensembles of Neural Networks for Hyperspectral Image Classification. Knowledge-Based Intelligent Information and Engineering Systems, 8th International Conference, KES 2004, Wellington, New Zealand, September 20-25, 2004. Proceedings. Part I Lecture Notes in Computer Science, Vol. 3213, pp. 677-684, 2004. doi
Workshops Hernández-Espinosa, C.; Fernández-Redondo, M. & Torres-Sospedra, J. First Experiments on Ensembles of Radial Basis Functions. Multiple Classifier Systems. 5th International Workshop, MCS 2004, Cagliari, Italy, June 9-11, 2004. Proceedings Lecture Notes in Computer Science, Vol. 3077, pp. 253-262, 2004. doi