Publications

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2018

Mikołajczyk, T; Nowicki, K; Bustillo, A; Pimenov, Yu D

Predicting tool life in turning operations using neural networks and image processing Journal Article

In: Mechanical Systems and Signal Processing, 104 , pp. 503 - 513, 2018, ISSN: 0888-3270.

Abstract | Links | BibTeX | Tags: Image analysis, Neural networks, Tool life prediction, Tool wear

2015

Santos, Pedro; Villa, Luisa F; Reñones, Anibal; Bustillo, Andrés; Maudes-Raedo, Jesús

An SVM-Based Solution for Fault Detection in Wind Turbines Journal Article

In: Sensors, 15 (3), pp. 5627-5648, 2015, ISSN: 1424-8220.

Abstract | Links | BibTeX | Tags: Fault diagnosis, Neural networks, Support vector machines, wind turbines

2014

Santos, Pedro; Teixidor, Daniel; Maudes-Raedo, Jesús; Ciurana, Joaquim

Modelling Laser Milling of Microcavities for the Manufacturing of DES with Ensembles Journal Article

In: Journal of Applied Mathematics, 2014 , pp. 15, 2014, ISBN: 1110-757X.

Abstract | Links | BibTeX | Tags: Ensemble methods, Laser milling, Neural networks, Support vector machines

2011

Bustillo, Andres; Díez-Pastor, José Francisco; Quintana, Guillem; García-Osorio, César

Avoiding neural network fine tuning by using ensemble learning: application to ball-end milling operations Journal Article

In: The International Journal of Advanced Manufacturing Technology, 57 (5--8), pp. 1-12, 2011, ISSN: 0268-3768, (10.1007/s00170-011-3300-z).

Links | BibTeX | Tags: Applied Machine Learning, Business intelligence, Neural networks

2010

Pardo, Carlos; Rodríguez, Juan José; García-Osorio, César; Maudes, Jesús

An Empirical Study of Multilayer Perceptron Ensembles for Regression Tasks Inproceedings

In: García-Pedrajas, Nicolás; Herrera, Francisco; Fyfe, Colin; Benítez, José Manuel; Ali, Moonis (Ed.): Trends in Applied Intelligent Systems: 23rd International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2010, pp. 106–115, Springer, Córdoba, Spain, 2010, ISBN: 978-3-642-13024-3.

BibTeX | Tags: Data Mining, Ensemble methods, Neural networks, Regression

2007

García-Pedrajas, Nicolás; García-Osorio, César; Fyfe, Colin

Nonlinear ``boosting'' projections for ensemble construction Journal Article

In: Journal of Machine Learning Research, 8 , pp. 1–33, 2007, ISSN: 1532-4435.

Abstract | Links | BibTeX | Tags: Boosting, Classifier ensembles, Data Mining, Ensemble methods, Neural networks, Nonlinear projections

2005

García-Osorio, César

Data Mining and Visualization PhD Thesis

School of Computing, Paisley University, 2005.

BibTeX | Tags: Andrews curves, Data Mining, Data visualization, Neural networks, Self organizing maps

García-Osorio, César; Fyfe, Colin

The Combined Use of Self-organizing Maps and Andrews' Curves Journal Article

In: International Journal of Neural Systems, 15 (3), pp. 1-10, 2005, ISSN: 0129-0657.

Links | BibTeX | Tags: Andrews curves, Data Mining, Data visualization, Neural networks, Self organizing maps

García-Osorio, César

Data Mining and Visualization Technical Report

Paisley University High Street, Paisley, Strathclyde, PA1 2BE, United Kingdon, (30), 2005.

Links | BibTeX | Tags: Andrews curves, Data Mining, Data visualization, Neural networks, Self organizing maps

2004

García-Osorio, César; Raedo, Jesús Maudes; Fyfe, Colin

Using Andrews' Curves for Clustering and Sub-Clustering Self-Organizing Maps Inproceedings

In: Verleysen, Michel (Ed.): European Symposium on Artificial Neural Networks (ESANN 2004), pp. 477–482, d-side publications, Bruges, Belgium, 2004, ISBN: 2-930307-04-8.

BibTeX | Tags: Andrews curves, Clustering, Data Mining, Data visualization, Neural networks, Self organizing maps

García-Osorio, César; Fyfe, Colin

Comparing Exploratory Projection Pursuit Artificial Neural Networks Inproceedings

In: Botty, Vicente; Corchado, Emilio (Ed.): 3rd International Workshop on Practical Applications of Agents and Multiagent Systems, IWPAAMS 2004, pp. 201–210, Universidad de Burgos, 2004, ISBN: 84--96394--07--7.

BibTeX | Tags: Data Mining, Exploratory projection pursuit, Neural networks

2003

García-Osorio, César; Fyfe, Colin

Three Neural Exploratory Projection Pursuit Algorithms Inproceedings

In: European Symposium on Intelligent Technologies, Hybrid Systems and their implementation on Smart Adaptive Systems (EUNITE 2003), pp. 409–420, 2003, ISBN: 3-86130-194-6.

BibTeX | Tags: Data Mining, Exploratory projection pursuit, Neural networks

García-Osorio, César; Fyfe, Colin

Initialising Exploratory Projection Pursuit Networks Inproceedings

In: Hamza, M H (Ed.): 3rd Annual IASTED International Conference on Visualization, Imaging, and Image Processing (VIIP 2003), pp. 124–128, The International Association of Science and Technology for Development, 2003, ISBN: 0-88986-382-2.

BibTeX | Tags: Data Mining, Exploratory projection pursuit, Neural networks

2002

Corchado, Emilio; Fyfe, Colin; Marticorena-Sánchez, Raúl; López-Nozal, Carlos; García-Osorio, César; Maudes-Raedo, Jesús

Unsupervised Learning applied to the Identification of Languages Inproceedings

In: Corchado, J M; others, (Ed.): The International Workshop on the Practical Applications of Agents and Multi-agent Systems, pp. 261–264, Universidad de Salamanca, 2002, ISBN: 84-607-5827-3.

BibTeX | Tags: Data Mining, Neural networks, Unsupervised learning

García-Osorio, César; Corchado, Emilio; Fyfe, Colin

Three Neural Exploratory Projection Pursuit Algorithms as Agent Information Providers Inproceedings

In: The International Workshop on the Practical Applications of Agents and Multi-agent Systems, pp. 217–226, Universidad de Salamanca, 2002, ISBN: 84-607-5827-3.

BibTeX | Tags: Data Mining, Exploratory projection pursuit, Neural networks