
CCS/ITSRCI Seminar Series on AI in Practice – October 3, 2024
October 3, 202412:15 pm Speaker:Qiang (Shawn) Cheng, Division of Biomedical Informatics, University of Kentucky Where:327 McVey Hall(Zoom link: https://uky.zoom.us/j/82467171189) Title:Novel Deep Learning models and Techniques for Effective and EfficientHandling of Multiple Data Modalities Abstract: Diverse areas of scientific research and everyday life, including healthcare, biomedicine, and engineering, are inundated with various data modalities, each presenting unique challenges. This talk presents several cutting-edge learning approaches designed to handle different types of data with both accuracy and computational efficiency. They include A SOTA state-space model for tabular data classification, time series long-term forecasting with linear complexity, time series classification, multi-modal data clustering with sparse tensor learning, and if time permits inferring circadian phases from multi-omics data. This talk integrates deep learning models and classical learning methods, each optimized for a particular data…