Search Results for author: Yucheng Ruan

Found 3 papers, 1 papers with code

A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics

1 code implementation9 Oct 2023 Kai He, Rui Mao, Qika Lin, Yucheng Ruan, Xiang Lan, Mengling Feng, Erik Cambria

This shift encompasses a move from discriminative AI approaches to generative AI approaches, as well as a shift from model-centered methodologies to datacentered methodologies.

Ethics Fairness

P-Transformer: A Prompt-based Multimodal Transformer Architecture For Medical Tabular Data

no code implementations30 Mar 2023 Yucheng Ruan, Xiang Lan, Daniel J. Tan, Hairil Rizal Abdullah, Mengling Feng

While deep learning approaches, particularly transformer-based models, have shown remarkable performance in tabular data prediction, there are still problems remained for existing work to be effectively adapted into medical domain, such as under-utilization of unstructured free-texts, limited exploration of textual information in structured data, and data corruption.

Multimodal Deep Learning Sentence

UFRC: A Unified Framework for Reliable COVID-19 Detection on Crowdsourced Cough Audio

no code implementations16 Apr 2022 Jiangeng Chang, Yucheng Ruan, Cui Shaoze, John Soong Tshon Yit, Mengling Feng

We suggested a unified system with core components of data augmentation, ImageNet-pretrained ResNet-50, cost-sensitive loss, deep ensemble learning, and uncertainty estimation to quickly and consistently detect COVID-19 using acoustic evidence.

Data Augmentation Ensemble Learning

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