AIMC Topic: Uncertainty

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Stability analysis for uncertain switched neural networks with time-varying delay.

Neural networks : the official journal of the International Neural Network Society Aug 8, 2016
In this paper, stability for a class of uncertain switched neural networks with time-varying delay is investigated. By exploring the mode-dependent properties of each subsystem, all the subsystems are categorized into stable and unstable ones. Based ...
Algorithms Time Uncertainty Neural Networks, Computer
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Statistical Performance Analysis of Data-Driven Neural Models.

International journal of neural systems Jun 9, 2016
Data-driven model-based analysis of electrophysiological data is an emerging technique for understanding the mechanisms of seizures. Model-based analysis enables tracking of hidden brain states that are represented by the dynamics of neural mass mode...
Synapses Computer Simulation Stochastic Processes Models, Neurological Uncertainty Bayes Theorem Membrane Potentials Seizures Epilepsy Data Interpretation, Statistical Algorithms Neurons Humans Brain Neural Networks, Computer
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Co-combustion of peanut hull and coal blends: Artificial neural networks modeling, particle swarm optimization and Monte Carlo simulation.

Bioresource technology May 24, 2016
Co-combustion of coal and peanut hull (PH) were investigated using artificial neural networks (ANN), particle swarm optimization, and Monte Carlo simulation as a function of blend ratio, heating rate, and temperature. The best prediction was reached ...
Neural Networks, Computer Algorithms Temperature Arachis Monte Carlo Method Uncertainty Models, Theoretical Coal
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A novel method to use fuzzy soft sets in decision making based on ambiguity measure and Dempster-Shafer theory of evidence: An application in medical diagnosis.

Artificial intelligence in medicine Apr 27, 2016
OBJECTIVE: Recently, fuzzy soft sets-based decision making has attracted more and more interest. Although plenty of works have been done, they cannot provide the uncertainty or certainty of their results. To manage uncertainty is one of the most impo...
Uncertainty Decision Making Probability Decision Support Techniques Fuzzy Logic Humans
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Global exponential stability for switched memristive neural networks with time-varying delays.

Neural networks : the official journal of the International Neural Network Society Apr 20, 2016
This paper considers the problem of exponential stability for switched memristive neural networks (MNNs) with time-varying delays. Different from most of the existing papers, we model a memristor as a continuous system, and view switched MNNs as swit...
Models, Theoretical Uncertainty Neural Networks, Computer Computer Simulation Time Factors Algorithms
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Finite-time robust stabilization of uncertain delayed neural networks with discontinuous activations via delayed feedback control.

Neural networks : the official journal of the International Neural Network Society Jan 21, 2016
This paper is concerned with the finite-time robust stabilization of delayed neural networks (DNNs) in the presence of discontinuous activations and parameter uncertainties. By using the nonsmooth analysis and control theory, a delayed controller is ...
Neural Networks, Computer Feedback Algorithms Time Factors Time Uncertainty
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Predicting concrete corrosion of sewers using artificial neural network.

Water research Jan 21, 2016
Corrosion is often a major failure mechanism for concrete sewers and under such circumstances the sewer service life is largely determined by the progression of microbially induced concrete corrosion. The modelling of sewer processes has become possi...
Regression Analysis Sewage Neural Networks, Computer Corrosion Uncertainty Reproducibility of Results Time Factors
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A Dual Hesitant Fuzzy Multigranulation Rough Set over Two-Universe Model for Medical Diagnoses.

Computational and mathematical methods in medicine Dec 9, 2015
In medical science, disease diagnosis is one of the difficult tasks for medical experts who are confronted with challenges in dealing with a lot of uncertain medical information. And different medical experts might express their own thought about the...
Fuzzy Logic Decision Making Diagnosis, Computer-Assisted Humans Uncertainty Models, Biological Computational Biology Algorithms Mathematical Concepts
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Matrix measure based dissipativity analysis for inertial delayed uncertain neural networks.

Neural networks : the official journal of the International Neural Network Society Dec 7, 2015
The present paper is devoted to investigating the global dissipativity for inertial neural networks with time-varying delays and parameter uncertainties. By virtue of a suitable substitution, the original system is transformed to the first order diff...
Uncertainty Algorithms Time Factors Humans Neural Networks, Computer
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Optimism in Active Learning.

Computational intelligence and neuroscience Nov 23, 2015
Active learning is the problem of interactively constructing the training set used in classification in order to reduce its size. It would ideally successively add the instance-label pair that decreases the classification error most. However, the eff...
Algorithms Cluster Analysis Databases, Factual Humans Computer Simulation Attitude Machine Learning Reproducibility of Results Uncertainty
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