Practical methods of optimization; (2nd ed.)
Practical methods of optimization; (2nd ed.)
System identification
Multilayer feedforward networks are universal approximators
Neural Networks
Introduction to the theory of neural computation
Introduction to the theory of neural computation
Automatica (Journal of IFAC) - Special issue on statistical signal processing and control
N4SID: subspace algorithms for the identification of combined deterministic-stochastic systems
Automatica (Journal of IFAC) - Special issue on statistical signal processing and control
Machine learning: neural networks, genetic algorithms, and fuzzy systems
Machine learning: neural networks, genetic algorithms, and fuzzy systems
System identification (2nd ed.): theory for the user
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The rectified Gaussian distribution
NIPS '97 Proceedings of the 1997 conference on Advances in neural information processing systems 10
Neural Networks for Modelling and Control of Dynamic Systems: A Practitioner's Handbook
Neural Networks for Modelling and Control of Dynamic Systems: A Practitioner's Handbook
Soft Computing and Fuzzy Logic
IEEE Software
Second Order Derivatives for Network Pruning: Optimal Brain Surgeon
Advances in Neural Information Processing Systems 5, [NIPS Conference]
An introduction to variable and feature selection
The Journal of Machine Learning Research
Maximum and Minimum Likelihood Hebbian Learning for Exploratory Projection Pursuit
Data Mining and Knowledge Discovery
Toward Integrating Feature Selection Algorithms for Classification and Clustering
IEEE Transactions on Knowledge and Data Engineering
A Projection Pursuit Algorithm for Exploratory Data Analysis
IEEE Transactions on Computers
A genetic feature weighting scheme for pattern recognition
Integrated Computer-Aided Engineering
A neural stochastic multiscale optimization framework for sensor-based parameter estimation
Integrated Computer-Aided Engineering
Noise separation in analog integrated circuits using independent component analysis technique
Integrated Computer-Aided Engineering
View invariant head recognition by Hybrid PCA based reconstruction
Integrated Computer-Aided Engineering
Using fuzzy cognitive maps to identify multiple causes in troubleshooting systems
Integrated Computer-Aided Engineering
Independent component analysis and nongaussianity for blind image deconvolution and deblurring
Integrated Computer-Aided Engineering
Expert Systems with Applications: An International Journal
Integrated Computer-Aided Engineering
Expert Systems with Applications: An International Journal
Online fuzzy modeling with structure and parameter learning
Expert Systems with Applications: An International Journal
A fuzzy logic based efficient energy saving approach for domestic heating systems
Integrated Computer-Aided Engineering
Expert Systems with Applications: An International Journal
Data mining techniques for improving the reliability of system identification
Advanced Engineering Informatics
Handling missing attribute values in preterm birth data sets
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part II
Brief Fast approximate identification of nonlinear systems
Automatica (Journal of IFAC)
An study of the tree generation algorithms in equation based model learning with low quality data
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part II
Genetic algorithms to simplify prognosis of endocarditis
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
Soft computing decision support for a steel sheet incremental cold shaping process
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
Automatic building design with genetic algorithms and artificial neural networks (WIP)
Proceedings of the 2012 Symposium on Simulation for Architecture and Urban Design
Prediction of dental milling time-error by flexible neural trees and fuzzy rules
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Privacy-by-design rules in face recognition system
Neurocomputing
Learning parsimonious dendritic classifiers
Neurocomputing
Optimising operational costs using Soft Computing techniques
Integrated Computer-Aided Engineering
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The detection of thermal insulation failures in buildings in operation responds to the challenge of improving building energy efficiency. This multidisciplinary study presents a novel four-step soft computing knowledge identification model called IKBIS to perform thermal insulation failure detection. It proposes the use of Exploratory Projection Pursuit methods to study the relation between input and output variables and data dimensionality reduction. It also applies system identification theory and neural networks for modeling the thermal dynamics of the building. Finally, the novel model is used to predict dynamic thermal biases, and two real cases of study as part of its empirical validation.