Cognitive Neurodynamics

Article	Citations
Complex networks and deep learning for EEG signal analysis	89
Major depressive disorder diagnosis based on effective connectivity in EEG signals: a convolutional neural network and long short-term memory approach	87
EEG-based emotion recognition using 4D convolutional recurrent neural network	83
Detecting prostate cancer using deep learning convolution neural network with transfer learning approach	72
Electromagnetic induction effects on electrical activity within a memristive Wilson neuron model	57
Energy dependence on discharge mode of Izhikevich neuron driven by external stimulus under electromagnetic induction	48
Complex bifurcation analysis and synchronization optimal control for Hindmarsh–Rose neuron model under magnetic flow effect	48
Extreme multistability and phase synchronization in a heterogeneous bi-neuron Rulkov network with memristive electromagnetic induction	45
Automated detection of schizophrenia using optimal wavelet-based $$l_1$$ norm features extracted from single-channel EEG	44
Review of brain encoding and decoding mechanisms for EEG-based brain–computer interface	41
Hamiltonian energy and coexistence of hidden firing patterns from bidirectional coupling between two different neurons	37
LEDPatNet19: Automated Emotion Recognition Model based on Nonlinear LED Pattern Feature Extraction Function using EEG Signals	37
Identifying COVID-19 by using spectral analysis of cough recordings: a distinctive classification study	35
4D attention-based neural network for EEG emotion recognition	34
Artificial intelligence enabled intrusion detection systems for cognitive cyber-physical systems in industry 4.0 environment	33
A dynamic center and multi threshold point based stable feature extraction network for driver fatigue detection utilizing EEG signals	32
Ionic channel blockage in stochastic Hodgkin–Huxley neuronal model driven by multiple oscillatory signals	30
Classification of ASD based on fMRI data with deep learning	28
Bilinear neural network with 3-D attention for brain decoding of motor imagery movements from the human EEG	28
A survey of brain network analysis by electroencephalographic signals	26
Localizing confined epileptic foci in patients with an unclear focus or presumed multifocality using a component-based EEG-fMRI method	25
Direction of information flow between brain regions in ADHD and healthy children based on EEG by using directed phase transfer entropy	25
Brain functional network modeling and analysis based on fMRI: a systematic review	23
New exploration on bifurcation for fractional-order quaternion-valued neural networks involving leakage delays	22
Study of EEG microstates in Parkinson’s disease: a potential biomarker?	22

Primate brain pattern-based automated Alzheimer's disease detection model using EEG signals	22
Aperiodic stochastic resonance in neural information processing with Gaussian colored noise	22
End-to-end face parsing via interlinked convolutional neural networks	21
Effects of chaotic activity and time delay on signal transmission in FitzHugh-Nagumo neuronal system	20
Coherence resonance for neuronal bursting with spike undershoot	18
Hybrid classification model for eye state detection using electroencephalogram signals	18
Effect of disturbances in neuronal calcium and IP3 dynamics on β-amyloid production and degradation	18
A dynamical model for the basal ganglia-thalamo-cortical oscillatory activity and its implications in Parkinson’s disease	17
Emotion recognition using effective connectivity and pre-trained convolutional neural networks in EEG signals	17
The thermodynamic brain and the evolution of intellect: the role of mental energy	16
Construction of embedded fMRI resting-state functional connectivity networks using manifold learning	16
Energy features in spontaneous up and down oscillations	16
Neural mechanism of visual information degradation from retina to V1 area	16
A novel facial attractiveness evaluation system based on face shape, facial structure features and skin	15
Evaluation of color modulation in visual P300-speller using new stimulus patterns	15
Gamma rhythms in the visual cortex: functions and mechanisms	15
Model-based optogenetic stimulation to regulate beta oscillations in Parkinsonian neural networks	15
Dependency analysis of frequency and strength of gamma oscillations on input difference between excitatory and inhibitory neurons	15
Biophysical mechanism of the interaction between default mode network and working memory network	14
Automatic diagnosis of schizophrenia and attention deficit hyperactivity disorder in rs-fMRI modality using convolutional autoencoder model and interval type-2 fuzzy regression	14
The glutamatergic synapse: a complex machinery for information processing	14
Dynamics analysis of the hippocampal neuronal model subjected to cholinergic action related with Alzheimer’s disease	14
Functional neuronal networks reveal emotional processing differences in children with ADHD	14
Study of disorders in regulatory spatiotemporal neurodynamics of calcium and nitric oxide	14
Characterizing the brain’s dynamical response from scalp-level neural electrical signals: a review of methodology development	13
A new evolutionary preprocessing approach for classification of mental arithmetic based EEG signals	13
A novel approach for designing authentication system using a picture based P300 speller	13
Novel channel selection method based on position priori weighted permutation entropy and binary gravity search algorithm	13
Rehabilitation of motor function in children with cerebral palsy based on motor imagery	12
Cross-frequency and iso-frequency estimation of functional corticomuscular coupling after stroke	12
Chaotic time series prediction using phase space reconstruction based conceptor network	12
EEG based cognitive task classification using multifractal detrended fluctuation analysis	12
Long-term predictions of current confirmed and dead cases of COVID-19 in China by the non-autonomous delayed epidemic models	12
Analysis of complexity and dynamic functional connectivity based on resting-state EEG in early Parkinson’s disease patients with mild cognitive impairment	12
Enhancement of the neural response during 40 Hz auditory entrainment in closed-eye state in human prefrontal region	11
Brain connectivity analysis in fathers of children with autism	11
A brain-inspired compact cognitive mapping system	11
A novel classification method for EEG-based motor imagery with narrow band spatial filters and deep convolutional neural network	10
EEG-based brain functional connectivity representation using amplitude locking value for fatigue-driving recognition	10
Towards new concepts for a biological neuroscience of consciousness	10
Three-dimensional memristive Morris–Lecar model with magnetic induction effects and its FPGA implementation	10
EEG power spectral density in locked-in and completely locked-in state patients: a longitudinal study	10
A dynamics model of neuron-astrocyte network accounting for febrile seizures	10
Automated COVID-19 diagnosis and classification using convolutional neural network with fusion based feature extraction model	10
Hamilton energy balance and synchronization behaviors of two functional neurons	10
A discrete Huber-Braun neuron model: from nodal properties to network performance	9
Machine learning model for predicting Major Depressive Disorder using RNA-Seq data: optimization of classification approach	9
A novel index of functional connectivity: phase lag based on Wilcoxon signed rank test	9
The LightGBM-based classification algorithm for Chinese characters speech imagery BCI system	9
Brain response to color stimuli: an EEG study with nonlinear approach	9

Balanced difficulty task finder: an adaptive recommendation method for learning tasks based on the concept of state of flow	9
A novel quality prediction model for component based software system using ACO–NM optimized extreme learning machine	9
2D dynamic analysis of the disturbances in the calcium neuronal model and its implications in neurodegenerative disease	9
Hierarchical scale convolutional neural network for facial expression recognition	9
Filter bank temporally local canonical correlation analysis for short time window SSVEPs classification	9
Complex dynamics of hair bundle of auditory nervous system (II): forced oscillations related to two cases of steady state	8
The effects of repetitive transcranial magnetic stimulation and aerobic exercise on cognition, balance and functional brain networks in patients with Alzheimer's disease	8
Epileptic seizure focus detection from interictal electroencephalogram: a survey	8
Finite-/fixed-time synchronization for Cohen–Grossberg neural networks with discontinuous or continuous activations via periodically switching control	8
Quantization synchronization of chaotic neural networks with time delay under event-triggered strategy	8
A neural network model of basal ganglia’s decision-making circuitry	8
Oscillatory biomarkers of autism: evidence from the innate visual fear evoking paradigm	8
Influence of various temporal recoding on pavlovian eyeblink conditioning in the cerebellum	8
Assessing cognitive load in adolescent and adult students using photoplethysmogram morphometrics	8
Machine learning models effectively distinguish attention-deficit/hyperactivity disorder using event-related potentials	8
A review of research on neuromarketing using content analysis: key approaches and new avenues	8
Continuous theta-burst stimulation modulates resting-state EEG microstates in healthy subjects	8
A novel ternary pattern-based automatic psychiatric disorders classification using ECG signals	8
How glutamatergic synapse loss affects the firing rhythm of DG-CA3 model related with Alzheimer’s disease	7
The time-varying networks of the wrist extension in post-stroke hemiplegic patients	7
Hypofunction of directed brain network within alpha frequency band in depressive patients: a graph-theoretic analysis	7
Delay-dependent transitions of phase synchronization and coupling symmetry between neurons shaped by spike-timing-dependent plasticity	7
A multi-stage dynamical fusion network for multimodal emotion recognition	7
Fast fronto-parietal cortical dynamics of conflict detection and context updating in a flanker task	7
Population and individual firing behaviors in sparsely synchronized rhythms in the hippocampal dentate gyrus	7
Changes in Brain Functional Network Connectivity in Adult Moyamoya Diseases	7
Vision as oculomotor reward: cognitive contributions to the dynamic control of saccadic eye movements	7
Innovative Poincare’s plot asymmetry descriptors for EEG emotion recognition	7
TOXGB: Teamwork Optimization Based XGBoost model for early identification of post-traumatic stress disorder	7
Closing the loop of DBS using the beta oscillations in cortex	7
A neuro-inspired general framework for the evolution of stochastic dynamical systems: Cellular automata, random Boolean networks and echo state networks towards criticality	7
RETRACTED ARTICLE: Brain tumor identification and classification of MRI images using data augmented support vector machine	7
Detections of bifurcation in a fractional-order Cohen-Grossberg neural network with multiple delays	7
Geometrical features of lips using the properties of parabola for recognizing facial expression	6
Self, Me and I in the repertoire of spontaneously occurring altered states of Selfhood: eight neurophenomenological case study reports	6
Nonlinear mechanism for the enhanced bursting activities induced by fast inhibitory autapse and reduced activities by fast excitatory autapse	6
Preparatory delta phase response is correlated with naturalistic speech comprehension performance	6
Classification of the Epileptic Seizure Onset Zone Based on Partial Annotation	6
Disynaptic effect of hilar cells on pattern separation in a spiking neural network of hippocampal dentate gyrus	6
Investigating the effect of age and gender of users on improving spirituality by using EEG	6
An ensemble approach for healthcare application and diagnosis using natural language processing	6
A systematic review of physiological signals based driver drowsiness detection systems	6
The neural dynamics associated with lexicality effect in reading single Chinese words, pseudo-words and non-words	6
Control of noise-induced coherent oscillations in three-neuron motifs	6
Human factors engineering of BCI: an evaluation for satisfaction of BCI based on motor imagery	6
Alterations of resting-state Gamma frequency characteristics in aging and Alzheimer’s disease	6
Modelling the relationships between EEG signals, movement kinematics and outcome in soccer kicking	6
Brain–computer interface method based on light-flashing and motion hybrid coding	6
Anti-control of periodic firing in HR model in the aspects of position, amplitude and frequency	6
A new biological central pattern generator model and its relationship with the motor units	6
Investigation of global brain dynamics depending on emotion regulation strategies indicated by graph theoretical brain network measures at system level	6
Effects of magnetic fields on stochastic resonance in Hodgkin-Huxley neuronal network driven by Gaussian noise and non-Gaussian noise	6
Generalizable epileptic seizures prediction based on deep transfer learning	6
Synaptic dendritic activity modulates the single synaptic event	6
Investigation of electroencephalography variations of mental workload in the exposure of the psychoacoustic in both male and female groups	6
Prediction of numbers of the accumulative confirmed patients (NACP) and the plateau phase of 2019-nCoV in China	6
Setting the space for deliberation in decision-making	6
Identifying super-feminine, super-masculine and sex-defining connections in the human braingraph	5
Morphological analysis of subcortical structures for assessment of cognitive dysfunction in Parkinson’s disease using multi-atlas based segmentation	5
Categorizing objects from MEG signals using EEGNet	5
Influence of inhibitory autapses on synchronization of inhibitory network gamma oscillations	5
The braingraph.org database with more than 1000 robust human connectomes in five resolutions	5
Autonomous learning of nonlocal stochastic neuron dynamics	5
A computational network dynamical modeling for abnormal oscillation and deep brain stimulation control of obsessive–compulsive disorder	5
Multiresolution directed transfer function approach for segment-wise seizure classification of epileptic EEG signal	5
Estimating brain effective connectivity from EEG signals of patients with autism disorder and healthy individuals by reducing volume conduction effect	5
A model of working memory for encoding multiple items and ordered sequences exploiting the theta-gamma code	5
Instantaneous mental workload assessment using time–frequency analysis and semi-supervised learning	5
On hyper-parameter selection for guaranteed convergence of RMSProp	5
Extraction of discriminative features from EEG signals of dyslexic children; before and after the treatment	5
Deterministic characteristics of spontaneous activity detected by multi-fractal analysis in a spiking neural network with long-tailed distributions of synaptic weights	5
Design and implementation of intelligent patient in-house monitoring system based on efficient XGBoost-CNN approach	5
Culture and gender modulate dlPFC integration in the emotional brain: evidence from dynamic causal modeling	5
The theoretical mechanism of Parkinson’s oscillation frequency bands: a computational model study	5
Non-additive activity modulation during a decision making task involving tactic selection	5
Complex dynamics of hair bundle of auditory nervous system (I): spontaneous oscillations and two cases of steady states	5
Autism spectrum disorder recognition based on multi-view ensemble learning with multi-site fMRI	5
Pruning and quantization algorithm with applications in memristor-based convolutional neural network	5
Stability analysis of fractional order memristor synapse-coupled hopfield neural network with ring structure	5
Cross-subject aesthetic preference recognition of Chinese dance posture using EEG	5

Effects of double delays on bifurcation for a fractional-order neural network	5
Large coefficient of variation of inter-spike intervals induced by noise current in the resonate-and-fire model neuron	5
A neuron model with nonlinear membranes	5
A multi-modal brain–computer interface based on threshold discrimination and its application in wheelchair control	5
Executive function elevated by long term high-intensity physical activity and the regulation role of beta-band activity in human frontal region	4
Feature hypergraph representation learning on spatial-temporal correlations for EEG emotion recognition	4
An introduction to thermodynamic integration and application to dynamic causal models	4
Correction to: Review of brain encoding and decoding mechanisms for EEG-based brain–computer interface	4
Total sleep deprivation impairs visual selective attention and triggers a compensatory effect: evidence from event-related potentials	4
Coefficient-of-variation-based channel selection with a new testing framework for MI-based BCI	4
Distinct brain oscillatory responses for the perception and identification of one’s own body from other’s body	4
Performance prediction in a visuo-motor task: the contribution of EEG analysis	4
Chimera states and cluster solutions in Hindmarsh-Rose neural networks with state resetting process	4
On disturbance rejection control of the epileptiform spikes	4
On effective cognitive state classification using novel feature extraction strategies	4
Novel channel selection model based on graph convolutional network for motor imagery	4
Effect of time windows in LSTM networks for EEG-based BCIs	4
Optimized adaptive neuro-fuzzy inference system based on hybrid grey wolf-bat algorithm for schizophrenia recognition from EEG signals	4
Memristive neural network circuit implementation of associative learning with overshadowing and blocking	4
The late parietal event-related potential component is hierarchically sensitive to chunk tightness during chunk decomposition	4
Isolation of subjectively reported sleepiness and objectively measured vigilance during sleep deprivation: a resting-state fMRI study	4
Abnormal intrinsic brain functional network dynamics in patients with cervical spondylotic myelopathy	4
Research progress of neurodynamics in China	4
Topology identification and dynamical pattern recognition for Hindmarsh–Rose neuron model via deterministic learning	4
BCI system with lower-limb robot improves rehabilitation in spinal cord injury patients through short-term training: a pilot study	4
Chimera state in a feed-forward neuronal network	4
Effect of steady-state response versus excitatory/inhibitory balance on spiking synchronization in neural networks with log-normal synaptic weight distribution	4
Neural computing in four spatial dimensions	4
Classification of stages in cervical cancer MRI by customized CNN and transfer learning	4
Astrocytic modulation on neuronal electric mode selection induced by magnetic field effect	4
Accelerating drug repurposing for COVID-19 treatment by modeling mechanisms of action using cell image features and machine learning	4
Graph theoretical brain connectivity measures to investigate neural correlates of music rhythms associated with fear and anger	4
Assessing residual motor function in patients with disorders of consciousness by brain network properties of task-state EEG	4
Generalised exponential-Gaussian distribution: a method for neural reaction time analysis	4
Different eigenvalue distributions encode the same temporal tasks in recurrent neural networks	3
Dynamic networks of P300-related process	3
Investigation of frequency components embedded in EEG recordings underlying neuronal mechanism of cognitive control and attentional functions	3
Effect of adult-born immature granule cells on pattern separation in the hippocampal dentate gyrus	3
An automatic EEG-based sleep staging system with introducing NAoSP and NAoGP as new metrics for sleep staging systems	3
$$H_{\infty }$$ state estimation of quaternion-valued inertial neural networks: non-reduced order method	3
Generative models for sequential dynamics in active inference	3
Network mechanism for insect olfaction	3
Memristor-coupled dual-neuron mapping model: initials-induced coexisting firing patterns and synchronization activities	3
Finite-time and fixed-time stabilization of multiple memristive neural networks with nonlinear coupling	3
Role of joint language control during cross-language communication: evidence from cross-frequency coupling	3
A stacked sparse auto-encoder and back propagation network model for sensory event detection via a flexible ECoG	3
Transcranial alternating current stimulation ameliorates emotional attention through neural oscillations modulation	3
Synchronization in fractional-order neural networks by the energy balance strategy	3
Facial expression recognition on partially occluded faces using component based ensemble stacked CNN	3
Frontal-occipital phase synchronization predicts occipital alpha power in perceptual decision-making	3
Stability and synchronization for complex-valued neural networks with stochastic parameters and mixed time delays	3
Sensorimotor rhythm neurofeedback training relieves anxiety in healthy people	3
Hippocampal oscillatory dynamics in freely behaving rats during exploration of social and non-social stimuli	3
Effects of exercise programs on neuroelectric dynamics in drug addiction	3
Dynamical effects of memristive electromagnetic induction on a 2D Wilson neuron model	3
Gait classification for early detection and severity rating of Parkinson’s disease based on hybrid signal processing and machine learning methods	3
Coupling feature extraction method of resting state EEG Signals from amnestic mild cognitive impairment with type 2 diabetes mellitus based on weight permutation conditional mutual information	3
Functional-pathway-dominant contrast adaptation and sensitization in mouse retinal ganglion cells	3
Shrinkage of olfactory amygdala connotes cognitive impairment in patients with Parkinson’s disease	3
Memristive competitive hopfield neural network for image segmentation application	3
Obstacle induced spiral waves in a multilayered Huber-Braun (HB) neuron model	3
EEG–EMG coupling as a hybrid method for steering detection in car driving settings	3
Prior cortical activity differences during an action observation plus motor imagery task related to motor adaptation performance of a coordinated multi-limb complex task	3
Aberrant dynamic functional connectivity features within default mode network in patients with autism spectrum disorder: evidence from dynamical conditional correlation	3
How does the human brain process noisy speech in real life? Insights from the second-person neuroscience perspective	3
Multiscale entropy of ADHD children during resting state condition	3
EEG based functional brain networks analysis in dyslexic children during arithmetic task	3
3D Convolution neural network with multiscale spatial and temporal cues for motor imagery EEG classification	2
Neurofeedback training for children with ADHD using individual beta rhythm	2
Frequency-dependent effective connections between local signals and the global brain signal during resting-state	2
Decoding motor imagery with a simplified distributed dipoles model at source level	2
Global finite-time stability of delayed quaternion-valued neural networks based on a class of extended Lyapunov–Razumikhin methods	2
Cerebral tissue oximeter suitable for real-time regional oxygen saturation monitoring in multiple clinical settings	2
Functional biodynamics of human-body system: A mathematical axiomatics with functional learning and aging in life cycle	2
Decrease levels of bone morphogenetic protein 6 and noggin in chronic schizophrenia elderly	2
Portrait of visual cortical circuits for generating neural oscillation dynamics	2
Coherence in event-related EEG oscillations in patients with Alzheimer’s disease dementia and amnestic mild cognitive impairment	2
The adjustment mechanism of the spike and wave discharges in thalamic neurons: a simulation analysis	2
Diagnosis of neurodegenerative diseases with a refined Lempel–Ziv complexity	2
Attention allocation on mobile app interfaces when human interacts with them	2
Enhanced brain network flexibility by physical exercise in female methamphetamine users	2
Synchronization and oscillation behaviors of excitatory and inhibitory populations with spike-timing-dependent plasticity	2
Seizure onset zone identification using phase-amplitude coupling and multiple machine learning approaches for interictal electrocorticogram	2
Artificial intelligence assisted tools for the detection of anxiety and depression leading to suicidal ideation in adolescents: a review	2
Assessment of impaired consciousness using EEG-based connectivity features and convolutional neural networks	2
Recognition of cognitive load with a stacking network ensemble of denoising autoencoders and abstracted neurophysiological features	2
Myocardial infarction detection using ITD, DWT and deterministic learning based on ECG signals	2
A model description of beta oscillations in the external globus pallidus	2
Complex spiking neural networks with synaptic time-delay based on anti-interference function	2
Evolution of brain network dynamics in early Parkinson’s disease with mild cognitive impairment	2
Frequency-domain analysis of membrane polarization in two-compartment model neurons with weak alternating electric fields	2
Neurodegenerative diseases-Caps: a capsule network based early screening system for the classification of neurodegenerative diseases	2
Electrophysiological signatures of dedifferentiation differ between fit and less fit older adults	2
The neuronal and synaptic dynamics underlying post-inhibitory rebound burst related to major depressive disorder in the lateral habenula neuron model	2
Alpha band modulation caused by selective attention to music enables EEG classification	2