Classification Accuracy Comparison between Machine Learning Algorithms and a Deep Learning Algorithm in Predicting Hand Gestures

Classification Accuracy Comparison between Machine Learning Algorithms and a Deep Learning Algorithm in Predicting Hand Gestures

In this paper four Machine Learning (ML) Algorithms have been implemented for the classification of four hand gestures using electromyography (EMG) dataset. The classifiers opted are Support Vector Machine (SVM), Random Forest (RF), Bagged tree and Extreme Gadient Boosting (XGBoost). The prediction...

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Bibliographic Details
Main Authors: Shahed Alam, Md Saif Kabir, Mohammad Naveed Hossain, Quazi Rian Hasnaine, Md. Golam Rabiul Alam
Format: Article
Language:English
Published: FRUCT 2022-11-01
Series:Proceedings of the XXth Conference of Open Innovations Association FRUCT
Subjects:
electromyography (emg)
myo gesture control
prosthesis
machine learning
deep learning
Online Access:https://www.fruct.org/publications/volume-32/fruct32/files/Ala.pdf

Internet

https://www.fruct.org/publications/volume-32/fruct32/files/Ala.pdf

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