AIMC Topic: Nonlinear Dynamics

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Stimulus-induced transitions between spike-wave discharges and spindles with the modulation of thalamic reticular nucleus.

Journal of computational neuroscience Sep 22, 2017
It is believed that thalamic reticular nucleus (TRN) controls spindles and spike-wave discharges (SWD) in seizure or sleeping processes. The dynamical mechanisms of spatiotemporal evolutions between these two types of activity, however, are not well ...
Neurons Nonlinear Dynamics Nerve Net Intralaminar Thalamic Nuclei Electric Stimulation Neural Inhibition Animals Models, Neurological Action Potentials Humans Neural Networks, Computer Computer Simulation
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Composite learning from adaptive backstepping neural network control.

Neural networks : the official journal of the International Neural Network Society Sep 22, 2017
In existing neural network (NN) learning control methods, the trajectory of NN inputs must be recurrent to satisfy a stringent condition termed persistent excitation (PE) so that NN parameter convergence is obtainable. This paper focuses on command-f...
Machine Learning Feedback Nonlinear Dynamics Uncertainty Neural Networks, Computer
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Combination of minimum enclosing balls classifier with SVM in coal-rock recognition.

PloS one Sep 22, 2017
Top-coal caving technology is a productive and efficient method in modern mechanized coal mining, the study of coal-rock recognition is key to realizing automation in comprehensive mechanized coal mining. In this paper we propose a new discriminant a...
Datasets as Topic Coal Vibration Acoustics Support Vector Machine Pattern Recognition, Automated Nonlinear Dynamics Area Under Curve Statistics, Nonparametric Discriminant Analysis
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Neural network robust tracking control with adaptive critic framework for uncertain nonlinear systems.

Neural networks : the official journal of the International Neural Network Society Sep 21, 2017
In this paper, we aim to tackle the neural robust tracking control problem for a class of nonlinear systems using the adaptive critic technique. The main contribution is that a neural-network-based robust tracking control scheme is established for no...
Uncertainty Neural Networks, Computer Machine Learning Feedback Nonlinear Dynamics Algorithms Computer Simulation
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Quantum associative memory with linear and non-linear algorithms for the diagnosis of some tropical diseases.

Neural networks : the official journal of the International Neural Network Society Sep 21, 2017
This paper presents the QAMDiagnos, a model of Quantum Associative Memory (QAM) that can be a helpful tool for medical staff without experience or laboratory facilities, for the diagnosis of four tropical diseases (malaria, typhoid fever, yellow feve...
Dengue Tropical Medicine Yellow Fever Databases, Factual User-Computer Interface Smartphone Typhoid Fever Nonlinear Dynamics Malaria Quantum Theory Artificial Intelligence Machine Learning Algorithms Humans Neural Networks, Computer
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Multiple Cayley-Klein metric learning.

PloS one Sep 21, 2017
As a specific kind of non-Euclidean metric lies in projective space, Cayley-Klein metric has been recently introduced in metric learning to deal with the complex data distributions in computer vision tasks. In this paper, we extend the original Cayle...
Nonlinear Dynamics Datasets as Topic Linear Models Time Factors Face Humans Image Processing, Computer-Assisted Pattern Recognition, Automated Internet Machine Learning
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Using artificial neural networks to select the parameters for the prognostic of mild cognitive impairment and dementia in elderly individuals.

Computer methods and programs in biomedicine Sep 20, 2017
BACKGROUND AND OBJECTIVES: A huge number of solutions based on computational systems have been recently developed for the classification of cognitive abnormalities in older people, so that individuals at high risk of developing neurodegenerative dise...
Female Aged Early Diagnosis Aged, 80 and over Middle Aged Regression Analysis Neural Networks, Computer Cognitive Dysfunction Sex Factors Sensitivity and Specificity Machine Learning Dementia Nonlinear Dynamics Male Prognosis ROC Curve Age Factors Humans
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A deep learning approach to estimate chemically-treated collagenous tissue nonlinear anisotropic stress-strain responses from microscopy images.

Acta biomaterialia Sep 20, 2017
UNLABELLED: Biological collagenous tissues comprised of networks of collagen fibers are suitable for a broad spectrum of medical applications owing to their attractive mechanical properties. In this study, we developed a noninvasive approach to estim...
ROC Curve Microscopy, Confocal Regression Analysis Machine Learning Animals Neural Networks, Computer Cattle Nonlinear Dynamics Collagen Elasticity Stress, Mechanical Pericardium Glutaral Anisotropy
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Finite time synchronization of memristor-based Cohen-Grossberg neural networks with mixed delays.

PloS one Sep 20, 2017
Finite time synchronization, which means synchronization can be achieved in a settling time, is desirable in some practical applications. However, most of the published results on finite time synchronization don't include delays or only include discr...
Time Factors Nonlinear Dynamics Neural Networks, Computer Algorithms Computer Simulation Humans Feedback
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Robust artificial neural network for reliability and sensitivity analyses of complex non-linear systems.

Neural networks : the official journal of the International Neural Network Society Sep 18, 2017
Artificial Neural Networks (ANNs) are commonly used in place of expensive models to reduce the computational burden required for uncertainty quantification, reliability and sensitivity analyses. ANN with selected architecture is trained with the back...
Neural Networks, Computer Algorithms Reproducibility of Results Bayes Theorem Nonlinear Dynamics
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