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Classification of mental tasks from EEG data using backtracking search optimization based neural classifier

https://doi.org/10.1016/j.neucom.2015.03.041
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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A Discriminative Model Corresponding to Hierarchical HMMs
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Turning Shortcomings into Challenges: Brain-Computer Interfaces for Games
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Transition Detection for Brain Computer Interface Classification
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Adaptive feature extraction for EEG signal classification
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Using mental tasks transitions detection to improve spontaneous mental activity classification
inferredcites →https://doi.org/10.1016/j.amc.2013.02.017openalex-snapshot
Backtracking Search Optimization Algorithm for numerical optimization problems
inferredcites →https://doi.org/10.1016/j.cmpb.2010.11.014openalex-snapshot
Clustering technique-based least square support vector machine for EEG signal classification
inferredcites →https://doi.org/10.1016/j.neucom.2008.02.017openalex-snapshot
Classification of mental task from EEG data using neural networks based on particle swarm optimization
inferredcites →https://doi.org/10.1016/j.neucom.2012.08.040openalex-snapshot
Classification method for BCIs based on the correlation of EEG maps
inferredcites →https://doi.org/10.1016/j.neuroimage.2007.03.019openalex-snapshot
An MEG-based brain–computer interface (BCI)
inferredcites →https://doi.org/10.1016/j.patcog.2007.10.023openalex-snapshot
The random electrode selection ensemble for EEG signal classification
inferredcites →https://doi.org/10.1016/j.patrec.2007.06.018openalex-snapshot
An experimental evaluation of ensemble methods for EEG signal classification
inferredcites →https://doi.org/10.1016/s0013-4694(96)95689-8openalex-snapshot
On-line EEG classification during externally-paced hand movements using a neural network-based classifier
inferredcites →https://doi.org/10.1016/s0013-4694(97)00022-2openalex-snapshot
Spatial filter selection for EEG-based communication
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Real-time prediction of hand trajectory by ensembles of cortical neurons in primates
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A review of classification algorithms for EEG-based brain–computer interfaces
inferredcites →https://doi.org/10.1088/1741-2560/4/2/r03openalex-snapshot
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Brain–computer interface using a simplified functional near-infrared spectroscopy system
inferredcites →https://doi.org/10.1109/10.661153openalex-snapshot
Multivariate autoregressive models for classification of spontaneous electroencephalographic signals during mental tasks
inferredcites →https://doi.org/10.1109/72.265960openalex-snapshot
An evolutionary algorithm that constructs recurrent neural networks
inferredcites →https://doi.org/10.1109/7333.918276openalex-snapshot
Rapid prototyping of an EEG-based brain-computer interface (BCI)
inferredcites →https://doi.org/10.1109/cec.2010.5586383openalex-snapshot
Evolving spatial and frequency selection filters for Brain-Computer Interfaces
inferredcites →https://doi.org/10.1109/csnt.2013.53openalex-snapshot
Mental Task Classification Based on HMM and BPNN
inferredcites →https://doi.org/10.1109/icemi.2007.4351064openalex-snapshot
Classification of Mental Task EEG Signals Using Wavelet Packet Entropy and SVM
inferredcites →https://doi.org/10.1109/ijcnn.2004.1381116openalex-snapshot
On the need for on-line learning in brain-computer interfaces
inferredcites →https://doi.org/10.1109/tevc.2006.872133openalex-snapshot
Self-Adapting Control Parameters in Differential Evolution: A Comparative Study on Numerical Benchmark Problems
inferredcites →https://doi.org/10.1109/tnn.2002.1000132openalex-snapshot
A local neural classifier for the recognition of EEG patterns associated to mental tasks
inferredcites →https://doi.org/10.1109/tnsre.2002.802854openalex-snapshot
A new brain-computer interface design using fuzzy ARTMAP
inferredcites →https://doi.org/10.1109/tnsre.2003.814441openalex-snapshot
Comparison of linear, nonlinear, and feature selection methods for EEG signal classification
inferredcites →https://doi.org/10.1109/tnsre.2013.2268194openalex-snapshot
Discriminative Methods for Classification of Asynchronous Imaginary Motor Tasks From EEG Data
inferredcites →https://doi.org/10.1109/tre.2000.847807openalex-snapshot
Brain-computer interface technology: a review of the first international meeting
inferredcites →https://doi.org/10.1113/jphysiol.2006.125633openalex-snapshot
Brain–computer interfaces: communication and restoration of movement in paralysis
inferredcites →https://doi.org/10.1126/science.1070291openalex-snapshot
Direct Cortical Control of 3D Neuroprosthetic Devices
inferredcites →https://doi.org/10.1155/2007/25487openalex-snapshot
fMRI Brain-Computer Interface: A Tool for Neuroscientific Research and Treatment
inferredcites →https://doi.org/10.1162/neco.1991.3.4.579openalex-snapshot
Improving the Generalization Properties of Radial Basis Function Neural Networks
inferredcites →https://doi.org/10.7551/mitpress/7493.001.0001openalex-snapshot
Toward Brain-Computer Interfacing

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Best Guided Backtracking Search Algorithm for Numerical Optimization Problems
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EEG-Based Mental Task Classification with Convolutional Neural Networks – Parallel vs 2D Data Representation
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A Real-Time Approach to Classify EEG Signals for Identifying Prevarication
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Brain Computer Interface-Based Signal Processing Techniques for Feature Extraction and Classification of Motor Imagery Using EEG: A Literature Review
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A robust framework for optimum feature extraction and recognition of P300 from raw EEG
inferred← citeshttps://doi.org/10.1016/j.amc.2019.124919openalex-snapshot
Operational framework for recent advances in backtracking search optimisation algorithm: A systematic review and performance evaluation
inferred← citeshttps://doi.org/10.1016/j.array.2019.100003openalex-snapshot
Signal processing techniques for motor imagery brain computer interface: A review
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Community detection in complex networks: Multi-objective discrete backtracking search optimization algorithm with decomposition
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Effects of normal pregnancy on maternal EEG, TCD, and cerebral cortical volume
inferred← citeshttps://doi.org/10.1016/j.bspc.2017.08.004openalex-snapshot
Classification of non-motor cognitive task in EEG based brain-computer interface using phase space features in multivariate empirical mode decomposition domain
inferred← citeshttps://doi.org/10.1016/j.bspc.2020.102152openalex-snapshot
The performance impact of data augmentation in CSP-based motor-imagery systems for BCI applications
inferred← citeshttps://doi.org/10.1016/j.bspc.2021.102711openalex-snapshot
Subject-specific mental workload classification using EEG and stochastic configuration network (SCN)
inferred← citeshttps://doi.org/10.1016/j.neucom.2015.12.067openalex-snapshot
A hybrid backtracking search optimization algorithm for nonlinear optimal control problems with complex dynamic constraints
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Multilevel thresholding by fuzzy type II sets using evolutionary algorithms
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An initial value insensitive method for phase equilibrium calculation: Constrained backtracking search optimization algorithm
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Optimal synthesis of non-uniform multiple-ring non-planar array antennas employing the SSBSA technique
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Evolutionary backtracking search optimization for the dynamics of nonlinear benchmark physical systems
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Online detection of error-related potentials in multi-class cognitive task-based BCIs
inferred← citeshttps://doi.org/10.1088/1361-6579/acd51bopenalex-snapshot
State-of-the-art mental tasks classification based on electroencephalograms: a review
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A comprehensive survey of evolutionary algorithms and metaheuristics in brain EEG-based applications
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LSTM multichannel neural networks in mental task classification
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Multiclass motor imagery classification based on the correlation of pattern images generated by spatial filters
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Effective BCI mental tasks classification with adaptively solved convolutional neural networks
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Multi-class Mental Task Classification Using Statistical Descriptors of EEG by KNN, SVM, Decision Trees, and Quadratic Discriminant Analysis Classifiers
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Retracted: A Comparative Assessment of Machine Learning Techniques for Epilepsy Detection using EEG Signal
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Modified Backtracking Search Optimization Algorithm Inspired by Simulated Annealing for Constrained Engineering Optimization Problems
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Deep‐Mining Backtracking Search Optimization Algorithm Guided by Collective Wisdom
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Parallel convolutional neural network and empirical mode decomposition for high accuracy in motor imagery EEG signal classification
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A Study on the Effect of Features Obtained From Signal Segments on Classification Success
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Electrode channel selection based on backtracking search optimization in motor imagery brain–computer interfaces
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Symbol Detection Based on Back Tracking Search Algorithm in MIMO-NOMA Systems
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Multi-Channel Convolutional Neural Networks Architecture Feeding for Effective EEG Mental Tasks Classification
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A Review of Online Classification Performance in Motor Imagery-Based Brain–Computer Interfaces for Stroke Neurorehabilitation
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