Distance and mutual information methods for EMG feature and channel subset selection for classification of hand movements

No abstract is available for this paper.

• Publication year

  2016

• Venue

  Biomedical Signal Processing and Control

• Publication date

  2016-05-01

• Fields of study

  Medicine, Computer Science, Engineering

• Identifiers
  DOI 10.1016/j.bspc.2016.01.011
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• Pattern Classification

  2021cited by this paper
• Comparison of sEMG-Based Feature Extraction and Motion Classification Methods for Upper-Limb Movement

  2015cited by this paper
• EMG feature assessment for myoelectric pattern recognition and channel selection: a study with incomplete spinal cord injury.

  2014cited by this paper
• Feature and Channel Selection Using Correlation Based Method for Hand Posture Classification in Multiple Arm Positions

  2014cited by this paper
• Erratum to “Biodistribution and SPECT Imaging Study of 99mTc Labeling NGR Peptide in Nude Mice Bearing Human HepG2 Hepatoma”

  2014cited by this paper
• Towards limb position invariant myoelectric pattern recognition using time-dependent spectral features

  2014cited by this paper
• The Analysis of Hand Movement Distinction Based on Relative Frequency Band Energy Method

  2014cited by this paper
• Training Strategies for Mitigating the Effect of Proportional Control on Classification in Pattern Recognition–Based Myoelectric Control

  2013cited by this paper
• Surface EMG Based Hand Manipulation Identification Via Nonlinear Feature Extraction and Classification

  2013cited by this paper
• BioPatRec: A modular research platform for the control of artificial limbs based on pattern recognition algorithms

  2013cited by this paper
• EMG feature evaluation for improving myoelectric pattern recognition robustness

  2013cited by this paper
• Feature-channel subset selection for optimising myoelectric human-machine interface design

  2013cited by this paper
• Quantification of Feature Space Changes With Experience During Electromyogram Pattern Recognition Control

  2012cited by this paper
• Dual-task motor performance with a tongue-operated assistive technology compared with hand operations

  2012cited by this paper
• Toward attenuating the impact of arm positions on electromyography pattern-recognition based motion classification in transradial amputees

  2012cited by this paper
• On the challenge of classifying 52 hand movements from surface electromyography

  2012cited by this paper
• The Effects of Weight and Inertia of the Prosthesis on the Sensitivity of Electromyographic Pattern Recognition in Relax State

  2012cited by this paper
• A novel feature selection method based on CFS in cancer recognition

  2012cited by this paper
• Decoding of individuated finger movements using surface EMG and input optimization applying a genetic algorithm

  2011cited by this paper
• Electromyogram pattern recognition for control of powered upper-limb prostheses: state of the art and challenges for clinical use.

  2011cited by this paper
• Resolving the Limb Position Effect in Myoelectric Pattern Recognition

  2011cited by this paper
• Study of stability of time-domain features for electromyographic pattern recognition

  2010cited by this paper
• On the relevance of linear discriminative features

  2010cited by this paper
• A training strategy to reduce classification degradation due to electrode displacements in pattern recognition based myoelectric control

  2008cited by this paper
• Myoelectric control systems - A survey

  2007cited by this paper
• Correlation-Based Feature Selection for Intrusion Detection Design

  2007cited by this paper
• Channel and Feature Selection in Multifunction Myoelectric Control

  2007cited by this paper
• The effect of electrode displacements on pattern recognition based myoelectric control

  2006cited by this paper
• Asymptotic Behaviors of Support Vector Machines with Gaussian Kernel

  2003cited by this paper
• A robust, real-time control scheme for multifunction myoelectric control

  2003cited by this paper
• Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy

  2003cited by this paper
• A wavelet-based continuous classification scheme for multifunction myoelectric control

  2001cited by this paper
• Fuzzy EMG classification for prosthesis control.

  2000cited by this paper
• Physiological time-series analysis using approximate entropy and sample entropy.

  2000cited by this paper
• Feature Selection for Machine Learning: Comparing a Correlation-Based Filter Approach to the Wrapper

  1999cited by this paper
• EMG pattern recognition based on artificial intelligence techniques.

  1998cited by this paper
• ACSM's Resource Manual for Guidelines for Exercise Testing and Prescription

  1998cited by this paper
• EMG feature evaluation for movement control of upper extremity prostheses

  1995cited by this paper
• A new strategy for multifunction myoelectric control

  1993cited by this paper
• Multifunctional prosthesis and orthosis control via microcomputer identification of temporal pattern differences in single-site myoelectric signals.

  1982cited by this paper
• Introduction to Statistical Pattern Recognition

  1972cited by this paper
• Myocoder studies of multiple myopotential response.

  1967cited by this paper
• Applied General Statistics.

  1940cited by this paper
• On the generalized distance in statistics

  1936cited by this paper

• Impact of sampling frequency and signal quantization on myoelectric-based hand gesture recognition

  2026cites this paper
• Literature survey on machine learning techniques for enhancing accuracy of myoelectric hand gesture recognition in real-world prosthetic hand control

  2025cites this paper
• Genetic Algorithm-Optimized Feature Selection for sEMG-IMU Fusion Improves Intention Detection in AI-Driven Robotic Walking System

  2025cites this paper
• Hand Gesture Recognition Based on High-Density Myoelectricity in Forearm Flexors in Humans

  2024cites this paper
• Effective features extraction and selection for hand gesture recognition using sEMG signal

  2024cites this paper
• A novel balance index for preliminary assessment of proprioception based on a balance-cognitive study

  2024cites this paper
• Pattern recognition of hand movements based on multi-channel mechanomyography in the condition of one-time collection and sensor doffing and donning

  2024cites this paper
• Machine learning for hand pose classification from phasic and tonic EMG signals during bimanual activities in virtual reality

  2024cites this paper
• Surface electromyography evaluation for decoding hand motor intent in children with congenital upper limb deficiency

  2024cites this paper
• An Advanced Technique for the Detection of Pathological Gaits from Electromyography Signals: A Comprehensive Approach

  2024cites this paper
• A Newly-Designed Wearable Robotic Hand Exoskeleton Controlled by EMG Signals and ROS Embedded Systems

  2023cites this paper
• Enhancement of the measurement electromyography (EMG) signal based on probe nano metal coating

  2023cites this paper
• Implementation of an Intelligent EMG Signal Classifier Using Open-Source Hardware

  2023cites this paper
• An Electrode Configuration Framework for sEMG-Based Gesture Recognition With Muscle-Matched Layouts

  2023cites this paper
• Muscle Fatigue Judgement Based on Neck Electromyogram Signals

  2023cites this paper
• E2CNN: An Efficient Concatenated CNN for Classification of Surface EMG Extracted From Upper Limb

  2023cites this paper
• Review on electromyography based intention for upper limb control using pattern recognition for human-machine interaction

  2022cites this paper
• Improving robotic hand control via adaptive Fuzzy-PI controller using classification of EMG signals

  2022cites this paper
• User-Tailored Hand Gesture Recognition System for Wearable Prosthesis and Armband Based on Surface Electromyogram

  2022influential citation
• Evaluation of feature projection techniques in object grasp classification using electromyogram signals from different limb positions

  2022cites this paper
• Two-stage classification of electromyogram signals from hand grasps in the transverse plane

  2022cites this paper
• A pilot study of the Earable device to measure facial muscle and eye movement tasks among healthy volunteers

  2022cites this paper
• Feature Evaluation of EMG Signals for Hand Gesture Recognition Based on Mutual Information, Fuzzy Entropy and RES Index

  2021cites this paper
• A low-cost electromyography (EMG) sensor-based gait activity analysis

  2021cites this paper
• LSTM Classification of Functional Grasps Using sEMG Data from Low-Cost Wearable Sensor

  2021cites this paper
• Reduce Surface Electromyography Channels for Gesture Recognition by Multitask Sparse Representation and Minimum Redundancy Maximum Relevance

  2021cites this paper
• Interpretation of EEG Signals During Wrist Movement Using Multi-resolution Wavelet Features for BCI Application

  2021cites this paper
• An integrated deep learning model for motor intention recognition of multi-class EEG Signals in upper limb amputees

  2021cites this paper
• Using Different Features of Signal in EMG Signal Classification

  2020cites this paper
• A threshold selection criterion based on the number of runs for the detection of bursts in EMG signals

  2020cites this paper
• Current Trends and Confounding Factors in Myoelectric Control: Limb Position and Contraction Intensity

  2020cites this paper
• Review of feature extraction approaches on biomedical text classification

  2020influential citation
• Classification of human hand movements based on EMG signals using nonlinear dimensionality reduction and data fusion techniques

  2020cites this paper
• Effect of the sEMG electrode (re)placement and feature set size on the hand movement recognition

  2020cites this paper
• Gaussian mixture model based clustering of Manual muscle testing grades using surface Electromyogram signals

  2020cites this paper
• Control of transhumeral prostheses based on electromyography pattern recognition: from amputees to deep learning

  2020cites this paper
• A Novel Surface Electromyographic Signal-Based Hand Gesture Prediction Using a Recurrent Neural Network

  2020cites this paper
• EMG-Centered Multisensory Based Technologies for Pattern Recognition in Rehabilitation: State of the Art and Challenges

  2020cites this paper
• Novel approach for electromyography-controlled prostheses based on facial action

  2020cites this paper
• Genetic Algorithm Application to Feature Selection in sEMG Movement Recognition with Regularized Extreme Learning Machine*

  2020cites this paper
• Feature-Selection-Based Transfer Learning for Intracortical Brain–Machine Interface Decoding

  2020cites this paper
• Statistical feature and channel selection for upper limb classification using sEMG signal processing

  2020influential citation
• A Multimodal Intention Detection Sensor Suite for Shared Autonomy of Upper-Limb Robotic Prostheses

  2020cites this paper
• A PILOT STUDY OF MECHANOMYOGRAPHY-BASED HAND MOVEMENTS RECOGNITION EMPHASIZING ON THE INFLUENCE OF FABRICS BETWEEN SENSOR AND SKIN

  2020cites this paper
• Upper Prosthetic Design based on EMG: A Systematic Review

  2020cites this paper
• A Novel Wearable Foot and Ankle Monitoring System for the Assessment of Gait Biomechanics

  2020cites this paper
• Real-Time Surface EMG Pattern Recognition for Hand Gestures Based on an Artificial Neural Network

  2019cites this paper
• A new hand finger movements’ classification system based on bicoherence analysis of two-channel surface EMG signals

  2019cites this paper
• Intelligent EMG Pattern Recognition Control Method for Upper-Limb Multifunctional Prostheses: Advances, Current Challenges, and Future Prospects

  2019cites this paper
• Histogram Method Based Rehabilitation System for Lower Arm Activity

  2019cites this paper
• Electromyogram Signal Enhancement and Upper-Limb Myoelectric Pattern Recognition

  2019cites this paper
• High Precision Activity Tracker Based On The Correlation Of Accelerometer And EMG Data

  2019cites this paper
• Evaluation of surface EMG-based recognition algorithms for decoding hand movements

  2019cites this paper
• Real-Time Surface EMG Pattern Recognition for Hand Gestures Based on Support Vector Machine*

  2019influential citation
• A Review on Electromyography Decoding and Pattern Recognition for Human-Machine Interaction

  2019cites this paper
• Method of sequential classification for pre-grouping hand movements classes for fast labeling process of an electromyographic signals

  2019influential citation
• Sparsity Analysis of a Sonomyographic Muscle–Computer Interface

  2018cites this paper
• Hybrid Brain Computer Interface for Movement Control of Upper Limb Prostheses

  2018cites this paper
• A N EFFECTIVE COMBINATION ALGORITHM TO SOLVE THE PROBLEM OF FEATURE SELECTION USING C OMBINATION OF GENETIC ALGORITHM AND CHEMICAL REACTIONS ALGORITHM

  2018cites this paper
• Feature Selection Based on Binary Tree Growth Algorithm for the Classification of Myoelectric Signals

  2018cites this paper
• An Efficient Feature Selection and Classification Using Optimal Radial Basis Function Neural Network

  2018cites this paper
• Near Real-Time Data Labeling Using a Depth Sensor for EMG Based Prosthetic Arms

  2018cites this paper
• Multi-length Windowed Feature Selection for Surface EMG Based Hand Motion Recognition

  2018cites this paper
• Non-Uniform Sample Assignment in Training Set Improving Recognition of Hand Gestures Dominated with Similar Muscle Activities

  2018cites this paper
• Robust hand gesture recognition with a double channel surface EMG wearable armband and SVM classifier

  2018cites this paper
• Hand Movement Classification Using Burg Reflection Coefficients

  2018cites this paper
• The design of a hemiplegic upper limb rehabilitation training system based on surface EMG signals

  2018cites this paper
• Virtual Sensor of Surface Electromyography in a New Extensive Fault-Tolerant Classification System

  2018cites this paper
• An Approach for Brain-Controlled Prostheses Based on a Facial Expression Paradigm

  2018cites this paper
• The System for EMG and MMG Singals Recording for the Bioprosthetic Hand Control

  2017cites this paper
• A comparison of sEMG temporal and spatial information in the analysis of continuous movements

  2017cites this paper
• Research on EMG Signal Extraction Based on Biomimetic Hand

  2017cites this paper
• Hand/arm Gesture Segmentation by Motion Using IMU and EMG Sensing ☆

  2017cites this paper
• Use of Mutual Information and Transfer Entropy to Assess Interaction between Parasympathetic and Sympathetic Activities of Nervous System from HRV

  2017cites this paper
• Towards Efficient Decoding of Multiple Classes of Motor Imagery Limb Movements Based on EEG Spectral and Time Domain Descriptors

  2017cites this paper
• EMG Pattern Classification by Split and Merge Deep Belief Network

  2016cites this paper
• Evaluating EMG Feature and Classifier Selection for Application to Partial-Hand Prosthesis Control

  2016cites this paper
• A Review of Classification Techniques of EMG Signals during Isotonic and Isometric Contractions

  2016cites this paper
• System do rejestracji sygnałów EMG i MMG dla sterowania bioprotezą dłoni

  2016cites this paper
• Gesture spotting from IMU and EMG data for human-robot interaction

  2016cites this paper
• EMG Signal Acquisition and Processing for Feature Extraction And Detection of Disease

  year unknowncites this paper