Musarrat Hussain
Job description
My research interest lies at the intersection of Natural Language Processing (NLP), Large Language Models (LLMs), and Prompt Engineering, with a specific focus on healthcare applications. I am particularly fascinated by the potential of LLMs to transform healthcare data management, patient interaction, and clinical decision-making. My goal is to develop innovative NLP methodologies and prompt engineering techniques that enhance the accuracy and efficiency of LLMs in interpreting and generating medical language. This involves tailoring LLMs to understand and produce contextually appropriate responses in medical consultations, manage electronic health records with higher precision, and assist in predictive diagnostics. By advancing these areas, I aim to contribute to more personalized and responsive healthcare solutions that leverage the full capabilities of cutting-edge AI technology.
Publications outside Cristin
- Yoon, Minjae, Jin Joo Park, Taeho Hur, Cam-Hao Hua, Musarrat Hussain, Sungyoung Lee, and Dong-Ju Choi. "Application and Potential of Artificial Intelligence in Heart Failure: Past, Present, and Future." International Journal of Heart Failure 6, no. 1 (2024): 11.
- Hussain, Musarrat, Ubaid Ur Rehman, Tri DT Nguyen, and Sungyoung Lee. "CoT-STS: A Zero Shot Chain-of-Thought Prompting for Semantic Textual Similarity." In 2023 6th Artificial Intelligence and Cloud Computing Conference (AICCC), pp. 135-139. 2023.
- Satti, Fahad Ahmed, Musarrat Hussain, Syed Imran Ali, Misha Saleem, Husnain Ali, Tae Choong Chung, and Sungyoung Lee. "A semantic sequence similarity based approach for extracting medical entities from clinical conversations." Information Processing & Management 60, no. 2 (2023): 103213.
- Hussain, Musarrat, Fahad Ahmed Satti, Syed Imran Ali, Jamil Hussain, Taqdir Ali, Hun-Sung Kim, Kun-Ho Yoon, TaeChoong Chung, and Sungyoung Lee. "Intelligent knowledge consolidation: from data to wisdom." Knowledge-Based Systems 234 (2021): 107578.
- Hussain, Musarrat, Fahad Ahmed Satti, Jamil Hussain, Taqdir Ali, Syed Imran Ali, Hafiz Syed Muhammad Bilal, Gwang Hoon Park, Sungyoung Lee, and TaeChoong Chung. "A practical approach towards causality mining in clinical text using active transfer learning." Journal of Biomedical Informatics 123 (2021): 103932.
- Satti, Fahad Ahmed, Musarrat Hussain, Jamil Hussain, Syed Imran Ali, Taqdir Ali, Hafiz Syed Muhammad Bilal, Taechoong Chung, and Sungyoung Lee. "Unsupervised semantic mapping for healthcare data storage schema." IEEE Access 9 (2021): 107267-107278.
List of Publications
Research interests
- Natural Language Processing
- Large Language Models
- Prompt Engineering
- AI Applications in Healthcare
Teaching
PhD Computer Engineering, Kyung Hee Univeirsty, South Korea