Pengcheng Xi

A Unified Deep Learning Framework for Multi-Modal Multi-Dimensional Data

2019

In data science applications, multi-modal and multidimensional nature of data leads to various types of manual features and tailored classifiers to specific problems. Traditional feature engineering demands expertise and the performance from integrated classifiers has …

Zero-Shot Multi-Task Cough Sound Analysis with Speech Foundation Model Embeddings

2024

Supportive smart home systems with integrated personalized cough analysis can support independent living and aging in place by helping monitor the state of acute and chronic health conditions. The stages of recognizing coughs, associating them …