Search Results - "Cognitive neurodynamics"
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Complex networks and deep learning for EEG signal analysis
Published in Cognitive neurodynamics (01-06-2021)“…Electroencephalogram (EEG) signals acquired from brain can provide an effective representation of the human’s physiological and pathological states. Up to now,…”
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Extreme multistability and phase synchronization in a heterogeneous bi-neuron Rulkov network with memristive electromagnetic induction
Published in Cognitive neurodynamics (01-06-2023)“…Memristive electromagnetic induction effect has been widely explored in bi-neuron network with homogeneous neurons, but rarely in bi-neuron network with…”
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3
EEG-based emotion recognition using 4D convolutional recurrent neural network
Published in Cognitive neurodynamics (01-12-2020)“…In this paper, we present a novel method, called four-dimensional convolutional recurrent neural network, which integrating frequency, spatial and temporal…”
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EEG classification of driver mental states by deep learning
Published in Cognitive neurodynamics (01-12-2018)“…Driver fatigue is attracting more and more attention, as it is the main cause of traffic accidents, which bring great harm to society and families. This paper…”
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Electromagnetic induction effects on electrical activity within a memristive Wilson neuron model
Published in Cognitive neurodynamics (01-10-2022)“…Neurons can exhibit abundant electrical activities due to physical effects of various electrophysiology environments. The electromagnetic induction flows can…”
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Artificial intelligence enabled intrusion detection systems for cognitive cyber-physical systems in industry 4.0 environment
Published in Cognitive neurodynamics (01-10-2022)“…In recent days, Cognitive Cyber-Physical System (CCPS) has gained significant interest among interdisciplinary researchers which integrates machine learning…”
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Detecting prostate cancer using deep learning convolution neural network with transfer learning approach
Published in Cognitive neurodynamics (01-08-2020)“…Prostate Cancer in men has become one of the most diagnosed cancer and also one of the leading causes of death in United States of America. Radiologists cannot…”
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Major depressive disorder diagnosis based on effective connectivity in EEG signals: a convolutional neural network and long short-term memory approach
Published in Cognitive neurodynamics (01-04-2021)“…Deep learning techniques have recently made considerable advances in the field of artificial intelligence. These methodologies can assist psychologists in…”
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4D attention-based neural network for EEG emotion recognition
Published in Cognitive neurodynamics (01-08-2022)“…Electroencephalograph (EEG) emotion recognition is a significant task in the brain-computer interface field. Although many deep learning methods are proposed…”
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10
Hamiltonian energy and coexistence of hidden firing patterns from bidirectional coupling between two different neurons
Published in Cognitive neurodynamics (01-08-2022)“…In this paper, bidirectional-coupled neurons through an asymmetric electrical synapse are investigated. These coupled neurons involve 2D Hindmarsh–Rose (HR)…”
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Automated detection of driver fatigue based on EEG signals using gradient boosting decision tree model
Published in Cognitive neurodynamics (01-08-2018)“…Driver fatigue is increasingly a contributing factor for traffic accidents, so an effective method to automatically detect driver fatigue is urgently needed…”
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The successful discrimination of depression from EEG could be attributed to proper feature extraction and not to a particular classification method
Published in Cognitive neurodynamics (01-08-2020)“…Reliable diagnosis of depressive disorder is essential for both optimal treatment and prevention of fatal outcomes. This study aimed to elucidate the…”
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LEDPatNet19: Automated Emotion Recognition Model based on Nonlinear LED Pattern Feature Extraction Function using EEG Signals
Published in Cognitive neurodynamics (01-08-2022)“…Electroencephalography (EEG) signals collected from human brains have generally been used to diagnose diseases. Moreover, EEG signals can be used in several…”
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14
A novel real-time driving fatigue detection system based on wireless dry EEG
Published in Cognitive neurodynamics (01-08-2018)“…Development of techniques for detection of mental fatigue has varied applications in areas where sustaining attention is of critical importance like security…”
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15
Complex bifurcation analysis and synchronization optimal control for Hindmarsh–Rose neuron model under magnetic flow effect
Published in Cognitive neurodynamics (01-04-2021)“…In this contribution, the complex behaviour of the Hindmarsh–Rose neuron model under magnetic flow effect (mHR) is investigated in terms of bifurcation…”
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Primate brain pattern-based automated Alzheimer's disease detection model using EEG signals
Published in Cognitive neurodynamics (01-06-2023)“…Electroencephalography (EEG) may detect early changes in Alzheimer's disease (AD), a debilitating progressive neurodegenerative disease. We have developed an…”
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Energy dependence on discharge mode of Izhikevich neuron driven by external stimulus under electromagnetic induction
Published in Cognitive neurodynamics (01-04-2021)“…Energy supply plays a key role in metabolism and signal transmission of biological individuals, neurons in a complex electromagnetic environment must be…”
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Automatic diagnosis of schizophrenia and attention deficit hyperactivity disorder in rs-fMRI modality using convolutional autoencoder model and interval type-2 fuzzy regression
Published in Cognitive neurodynamics (01-12-2023)“…Nowadays, many people worldwide suffer from brain disorders, and their health is in danger. So far, numerous methods have been proposed for the diagnosis of…”
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Classification of ASD based on fMRI data with deep learning
Published in Cognitive neurodynamics (01-12-2021)“…Autism spectrum disorder (ASD) is a neuro-developmental disorder that affects the social abilities of patients. Studies have shown that a small number of…”
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Bifurcation analysis and diverse firing activities of a modified excitable neuron model
Published in Cognitive neurodynamics (01-08-2019)“…Electrical activities of excitable cells produce diverse spiking-bursting patterns. The dynamics of the neuronal responses can be changed due to the variations…”
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