Liantao Ma

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 37

Top Topics

Medical Image Segmentation

Feature Importance

Predictive Modeling

Top Venues

SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI

Publications

Yinghao Zhu, Zixiang Wang, Junyi Gao, Yuning Tong, Jingkun An, Weibin Liao, Ewen M. Harrison, Liantao Ma, Chengwei Pan
Prompting Large Language Models for Zero-Shot Clinical Prediction with Structured Longitudinal Electronic Health Record Data. CoRR (2024)
Weibin Liao, Yinghao Zhu, Zixiang Wang, Xu Chu, Yasha Wang, Liantao Ma
Learnable Prompt as Pseudo-Imputation: Reassessing the Necessity of Traditional EHR Data Imputation in Downstream Clinical Prediction. CoRR (2024)
Yinghao Zhu, Junyi Gao, Zixiang Wang, Weibin Liao, Xiaochen Zheng, Lifang Liang, Yasha Wang, Chengwei Pan, Ewen M. Harrison, Liantao Ma
Is larger always better? Evaluating and prompting large language models for non-generative medical tasks. CoRR (2024)
Yinghao Zhu, Changyu Ren, Zixiang Wang, Xiaochen Zheng, Shiyun Xie, Junlan Feng, Xi Zhu, Zhoujun Li, Liantao Ma, Chengwei Pan
EMERGE: Integrating RAG for Improved Multimodal EHR Predictive Modeling. CoRR (2024)
Zhihao Yu, Chaohe Zhang, Yasha Wang, Wen Tang, Jiangtao Wang, Liantao Ma
Predict and Interpret Health Risk Using Ehr Through Typical Patients. ICASSP (2024)
Junyi Gao, Yinghao Zhu, Wenqing Wang, Zixiang Wang, Guiying Dong, Wen Tang, Hao Wang, Yasha Wang, Ewen M. Harrison, Liantao Ma
A comprehensive benchmark for COVID-19 predictive modeling using electronic health records in intensive care. Patterns 5 (4) (2024)
Shenda Hong, Daoxin Yin, Gongzheng Tang, Tianfan Fu, Liantao Ma, Junyi Gao, Mengling Feng, Mai Wang, Yu Yang, Fei Wang, Hongfang Liu, Luxia Zhang
Artificial Intelligence and Data Science for Healthcare: Bridging Data-Centric AI and People-Centric Healthcare. KDD (2024)
Tianlong Wang, Xianfeng Jiao, Yifan He, Zhongzhi Chen, Yinghao Zhu, Xu Chu, Junyi Gao, Yasha Wang, Liantao Ma
Adaptive Activation Steering: A Tuning-Free LLM Truthfulness Improvement Method for Diverse Hallucinations Categories. CoRR (2024)
Weibin Liao, Yinghao Zhu, Xinyuan Wang, Chengwei Pan, Yasha Wang, Liantao Ma
LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation. CoRR (2024)
Zhihao Yu, Xu Chu, Liantao Ma, Yasha Wang, Wenwu Zhu
Imputation with Inter-Series Information from Prototypes for Irregular Sampled Time Series. CoRR (2024)
Zhongji Zhang, Yuhang Wang, Yinghao Zhu, Xinyu Ma, Tianlong Wang, Chaohe Zhang, Yasha Wang, Liantao Ma
A Transfer-Learning-Based Prognosis Prediction Paradigm that Bridges Data Distribution Shift across EMR Datasets. CoRR (2023)
Liantao Ma, Chaohe Zhang, Junyi Gao, Xianfeng Jiao, Zhihao Yu, Xinyu Ma, Yasha Wang, Wen Tang, Xinju Zhao, Wenjie Ruan, Tao Wang
Mortality Prediction with Adaptive Feature Importance Recalibration for Peritoneal Dialysis Patients: a deep-learning-based study on a real-world longitudinal follow-up dataset. CoRR (2023)
Yinghao Zhu, Zixiang Wang, Long He, Shiyun Xie, Zixi Chen, Jingkun An, Liantao Ma, Chengwei Pan
Leveraging Prototype Patient Representations with Feature-Missing-Aware Calibration to Mitigate EHR Data Sparsity. CoRR (2023)
Zhihao Yu, Chaohe Zhang, Yasha Wang, Wen Tang, Jiangtao Wang, Liantao Ma
Predict and Interpret Health Risk using EHR through Typical Patients. CoRR (2023)
Xinyu Ma, Xu Chu, Yasha Wang, Yang Lin, Junfeng Zhao, Liantao Ma, Wenwu Zhu
Fused Gromov-Wasserstein Graph Mixup for Graph-level Classifications. NeurIPS (2023)
Liantao Ma, Chaohe Zhang, Junyi Gao, Xianfeng Jiao, Zhihao Yu, Yinghao Zhu, Tianlong Wang, Xinyu Ma, Yasha Wang, Wen Tang, Xinju Zhao, Wenjie Ruan, Tao Wang
Mortality prediction with adaptive feature importance recalibration for peritoneal dialysis patients. Patterns 4 (12) (2023)
Yinghao Zhu, Jingkun An, Enshen Zhou, Lu An, Junyi Gao, Hao Li, Haoran Feng, Bo Hou, Wen Tang, Chengwei Pan, Liantao Ma
Fair: Mitigating Bias in Healthcare Data through Multi-Level and Multi-Sensitive-Attribute Reweighting Method. CoRR (2023)
Zhihao Yu, Liantao Ma, Yasha Wang, Junfeng Zhao
Learning the Dynamic Correlations and Mitigating Noise by Hierarchical Convolution for Long-term Sequence Forecasting. CoRR (2023)
Xinyu Ma, Yasha Wang, Xu Chu, Liantao Ma, Wen Tang, Junfeng Zhao, Ye Yuan, Guoren Wang
Patient Health Representation Learning via Correlational Sparse Prior of Medical Features. IEEE Trans. Knowl. Data Eng. 35 (11) (2023)
Xinyu Ma, Xu Chu, Yasha Wang, Yang Lin, Junfeng Zhao, Liantao Ma, Wenwu Zhu
Graph Interpolation via Fast Fused-Gromovization. CoRR (2023)
Chaohe Zhang, Xu Chu, Liantao Ma, Yinghao Zhu, Yasha Wang, Jiangtao Wang, Junfeng Zhao
Care: Learning with Missing Modalities in Multimodal Healthcare Data. CoRR (2022)
Xinyu Ma, Xu Chu, Yasha Wang, Hailong Yu, Liantao Ma, Wen Tang, Junfeng Zhao
MedFACT: Modeling Medical Feature Correlations in Patient Health Representation Learning via Feature Clustering. CoRR (2022)
Chaohe Zhang, Xu Chu, Liantao Ma, Yinghao Zhu, Yasha Wang, Jiangtao Wang, Junfeng Zhao
M3Care: Learning with Missing Modalities in Multimodal Healthcare Data. KDD (2022)
Junyi Gao, Yinghao Zhu, Wenqing Wang, Yasha Wang, Wen Tang, Liantao Ma
A Comprehensive Benchmark for COVID-19 Predictive Modeling Using Electronic Health Records in Intensive Care: Choosing the Best Model for COVID-19 Prognosis. CoRR (2022)
Chaohe Zhang, Xin Gao, Liantao Ma, Yasha Wang, Jiangtao Wang, Wen Tang
GRASP: Generic Framework for Health Status Representation Learning Based on Incorporating Knowledge from Similar Patients. AAAI (2021)
Liantao Ma, Xinyu Ma, Junyi Gao, Xianfeng Jiao, Zhihao Yu, Chaohe Zhang, Wenjie Ruan, Yasha Wang, Wen Tang, Jiangtao Wang
Distilling Knowledge from Publicly Available Online EMR Data to Emerging Epidemic for Prognosis. WWW (2021)
Liantao Ma, Chaohe Zhang, Yasha Wang, Guangju Peng, Chao Chen, Junfeng Zhao, Jiangtao Wang
Estimating Urban Road GPS Environment Friendliness with Bus Trajectories: A City-Scale Approach. Sensors 20 (6) (2020)
Liantao Ma, Junyi Gao, Yasha Wang, Chaohe Zhang, Jiangtao Wang, Wenjie Ruan, Wen Tang, Xin Gao, Xinyu Ma
AdaCare: Explainable Clinical Health Status Representation Learning via Scale-Adaptive Feature Extraction and Recalibration. AAAI (2020)
Liantao Ma, Xinyu Ma, Junyi Gao, Chaohe Zhang, Zhihao Yu, Xianfeng Jiao, Wenjie Ruan, Yasha Wang, Wen Tang, Jiangtao Wang
CovidCare: Transferring Knowledge from Existing EMR to Emerging Epidemic for Interpretable Prognosis. CoRR (2020)
Liantao Ma, Chaohe Zhang, Yasha Wang, Wenjie Ruan, Jiangtao Wang, Wen Tang, Xinyu Ma, Xin Gao, Junyi Gao
ConCare: Personalized Clinical Feature Embedding via Capturing the Healthcare Context. AAAI (2020)
Liantao Ma, Chaohe Zhang, Yasha Wang, Wenjie Ruan, Jiantao Wang, Wen Tang, Xinyu Ma, Xin Gao, Junyi Gao
ConCare: Personalized Clinical Feature Embedding via Capturing the Healthcare Context. CoRR (2019)
Xin Gao, Chaohe Zhang, Liantao Ma, Yasha Wang, Jiangtao Wang, Daqing Zhang
Correlating MSM's Mental Health with Usage Behaviors on MSM-Specific Social Applications. SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI (2019)
Liantao Ma, Junyi Gao, Yasha Wang, Chaohe Zhang, Jiangtao Wang, Wenjie Ruan, Wen Tang, Xin Gao, Xinyu Ma
AdaCare: Explainable Clinical Health Status Representation Learning via Scale-Adaptive Feature Extraction and Recalibration. CoRR (2019)
Liantao Ma, Yasha Wang, Guangju Peng, Chaohe Zhang, Chao Chen, Junfeng Zhao, Jiangtao Wang
Multi-Source Data Integration-Based Urban Road GPS Environment Friendliness Estimation. SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI (2019)
Junyi Gao, Weihao Tan, Liantao Ma, Yasha Wang, Wen Tang
MUSEFood: Multi-sensor-based Food Volume Estimation on Smartphones. CoRR (2019)
Junyi Gao, Weihao Tan, Liantao Ma, Yasha Wang, Wen Tang
MUSEFood: Multi-Sensor-Based Food Volume Estimation on Smartphones. SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI (2019)
Jiangtao Wang, Yasha Wang, Daqing Zhang, Feng Wang, Yuanduo He, Liantao Ma
PSAllocator: Multi-Task Allocation for Participatory Sensing with Sensing Capability Constraints. CSCW (2017)
Liantao Ma, Yibo Wang, Junyi Ma, Yuanduo He, Zhaopeng Qiu, Zhengyang Qin, Yasha Wang
Ubiquitous Intelligent Computing in 10 Years VS Chinese Kungfu. UIC/ATC/ScalCom (2015)