Hierarchical mixtures of experts and the EM algorithm
Neural Computation
Wavelet applications in medicine
IEEE Spectrum
An improved neural classification network for the two-group problem
Computers and Operations Research
Adaptive mixtures of local experts
Neural Computation
On convergence properties of the em algorithm for gaussian mixtures
Neural Computation
Automatic recognition of alertness level from EEG by using neural network and wavelet coefficients
Expert Systems with Applications: An International Journal
Epileptic seizure detection using dynamic wavelet network
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Automatic seizure detection based on time-frequency analysis and artificial neural networks
Computational Intelligence and Neuroscience - Regular issue
Expert Systems with Applications: An International Journal
Detection of valvular heart disorders using wavelet packet decomposition and support vector machine
Expert Systems with Applications: An International Journal
A new approach for epileptic seizure detection using adaptive neural network
Expert Systems with Applications: An International Journal
Cross-correlation aided support vector machine classifier for classification of EEG signals
Expert Systems with Applications: An International Journal
Epileptic Spike Recognition in Electroencephalogram Using Deterministic Finite Automata
Journal of Medical Systems
Automatic EEG signal classification for epilepsy diagnosis with Relevance Vector Machines
Expert Systems with Applications: An International Journal
Classification of EEG signals using relative wavelet energy and artificial neural networks
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
Epileptic seizure detection in EEGs using time-frequency analysis
IEEE Transactions on Information Technology in Biomedicine - Special section on computational intelligence in medical systems
Expert model for detection of epileptic activity in EEG signature
Expert Systems with Applications: An International Journal
Evolving simple feed-forward and recurrent ANNs for signal classification: a comparison
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Automatic recognition of epileptic seizure in EEG via support vector machine and dimension fractal
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Journal of Medical Systems
Development of an expert multitask gadget controlled by voluntary eye movements
Expert Systems with Applications: An International Journal
Extreme energy difference for feature extraction of EEG signals
Expert Systems with Applications: An International Journal
Computers in Biology and Medicine
EEG signal classification using PCA, ICA, LDA and support vector machines
Expert Systems with Applications: An International Journal
Selection of wavelet packet measures for insufficiency murmur identification
Expert Systems with Applications: An International Journal
Combination of EEG complexity and spectral analysis for epilepsy diagnosis and seizure detection
EURASIP Journal on Advances in Signal Processing
Parallel Algorithm to Analyze the Brain Signals: Application on Epileptic Spikes
Journal of Medical Systems
Expert Systems with Applications: An International Journal
A machine learning approach to classify vigilance states in rats
Expert Systems with Applications: An International Journal
Classification of electroencephalogram signals with combined time and frequency features
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
DFAspike: A new computational proposition for efficient recognition of epileptic spike in EEG
Computers in Biology and Medicine
Kernel machines for epilepsy diagnosis via EEG signal classification: A comparative study
Artificial Intelligence in Medicine
Classifying Epilepsy Diseases Using Artificial Neural Networks and Genetic Algorithm
Journal of Medical Systems
Clustering technique-based least square support vector machine for EEG signal classification
Computer Methods and Programs in Biomedicine
Discrete harmony search based expert model for epileptic seizure detection in electroencephalography
Expert Systems with Applications: An International Journal
Application of Higher Order Spectra to Identify Epileptic EEG
Journal of Medical Systems
Advances in Engineering Software
A multi-agent system for web-based risk management in small and medium business
Expert Systems with Applications: An International Journal
Journal of Medical Systems
Expert Systems with Applications: An International Journal
Classification of EMG signals using combined features and soft computing techniques
Applied Soft Computing
Computer Methods and Programs in Biomedicine
Classification of Epilepsy Using High-Order Spectra Features and Principle Component Analysis
Journal of Medical Systems
Computer Methods and Programs in Biomedicine
Computers in Biology and Medicine
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
ACM Computing Surveys (CSUR)
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part IV
Expert Systems with Applications: An International Journal
Classification of EMG signals using PSO optimized SVM for diagnosis of neuromuscular disorders
Computers in Biology and Medicine
Automated EEG analysis of epilepsy: A review
Knowledge-Based Systems
Heat pump detection from coarse grained smart meter data with positive and unlabeled learning
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Expert Systems with Applications: An International Journal
Computer Methods and Programs in Biomedicine
Predictive Distribution of the Dirichlet Mixture Model by Local Variational Inference
Journal of Signal Processing Systems
Hi-index | 12.08 |
Mixture of experts (ME) is modular neural network architecture for supervised learning. A double-loop Expectation-Maximization (EM) algorithm has been introduced to the ME network structure for detection of epileptic seizure. The detection of epileptiform discharges in the EEG is an important component in the diagnosis of epilepsy. EEG signals were decomposed into the frequency sub-bands using discrete wavelet transform (DWT). Then these sub-band frequencies were used as an input to a ME network with two discrete outputs: normal and epileptic. In order to improve accuracy, the outputs of expert networks were combined according to a set of local weights called the ''gating function''. The invariant transformations of the ME probability density functions include the permutations of the expert labels and the translations of the parameters in the gating functions. The performance of the proposed model was evaluated in terms of classification accuracies and the results confirmed that the proposed ME network structure has some potential in detecting epileptic seizures. The ME network structure achieved accuracy rates which were higher than that of the stand-alone neural network model.