AI Researcher || Machine Learning/Deep Learning || Graph Neural Network (GNN) || Data Science || Ph.D researcher
# Exciting News: Two Research Papers Published! 🎉📊 I'm thrilled to announce the publication of two research papers I've been working on for over a year. As the first author, I'm proud to share these contributions to the field of EEG analysis and its applications in tinnitus therapy and epilepsy detection. ## 1. Graph-Based Electroencephalography Analysis in Tinnitus Therapy Published in Biomedicines (https://lnkd.in/dgTMQvn8) This study introduces a novel approach to analyzing tinnitus therapy data using EEG signals. Here's what we achieved: - Developed an innovative method to represent EEG channels as graph networks - Applied Graph Neural Networks (GNNs) and Long Short-Term Memory (LSTM) networks for comprehensive analysis - Achieved an impressive 99.41% accuracy in our model Our research aims to contribute to more effective treatment strategies for tinnitus sufferers by providing deeper insights into EEG data during therapy. ## 2. Graphical Insight: Revolutionizing Seizure Detection with EEG Representation Published in Biomedicines (https://lnkd.in/dEmJQRDx) This paper focuses on enhancing epileptic seizure detection using graph representations of EEG signals. Key highlights include: - Constructed graph representations of EEG signals using various features - Employed two models: GCN+LSTM and GCN+BRF for improved seizure detection - Achieved significant improvements in accuracy compared to previous methods - Demonstrated consistent performance even with reduced EEG channels Our approach opens new avenues for EEG analysis in neurodegenerative disease detection, emphasizing the potential of graph representations in advancing our understanding of complex neurological conditions. I'm incredibly grateful for the opportunity to contribute to these important areas of research. Working with EEG data has been challenging but immensely rewarding. I look forward to seeing how these findings may impact future studies and, ultimately, patient care. #Research #EEG #TinnitusTherapy #EpilepsyDetection #MachineLearning #GraphNeuralNetworks
Software Developer
6moAwais Saleem Would you be interested to present your publications to Washington DC Quantum Computing Meetup ? We would like to include AI, ML, generative AI, physics, Math, chemistry... subjects as well.