Unveiling Emotions from EEG: A GRU-Based Approach

no code implementations • 20 Jul 2023 • Sarthak Johari, Gowri Namratha Meedinti, Radhakrishnan Delhibabu, Deepak Joshi

One of the most important study areas in affective computing is emotion identification using EEG data.

EEG Emotion Classification +1

Noise removal methods on ambulatory EEG: A Survey

no code implementations • 17 Jul 2023 • Sarthak Johari, Gowri Namratha Meedinti, Radhakrishnan Delhibabu, Deepak Joshi

Over many decades, research is being attempted for the removal of noise in the ambulatory EEG.

EEG

A Robust and Accurate Deep Learning based Pattern Recognition Framework for Upper Limb Prosthesis using sEMG

no code implementations • 4 Jun 2021 • Sidharth Pancholi, Amit M. Joshi, Deepak Joshi

Moreover, the performance of traditional machine learning-based methods show limitation to categorize over a certain number of classes and degrades over a period of time.

Position

An improved sex specific and age dependent classification model for Parkinson's diagnosis using handwriting measurement

no code implementations • 21 Apr 2019 • Ujjwal Gupta, Hritik Bansal, Deepak Joshi

In this paper, we develop a sex-specific and age-dependent classification method to diagnose the Parkinson's disease using the online handwriting recorded from individuals with Parkinson's(n=37;m/f-19/18;age-69. 3+-10. 9years) and healthy controls(n=38;m/f-20/18;age-62. 4+-11. 3 years). The sex specific and age dependent classifier was observed significantly outperforming the generalized classifier.

Classification General Classification