Joyce C. Ho

Publication Activity (10 Years)

Years Active: 2013-2024
Publications (10 Years): 88

Top Topics

Tensor Factorization

Keyphrase Extraction

Top Venues

Publications

Jing Zhang, Huan Sun, Joyce C. Ho
EMBA: Entity Matching using Multi-Task Learning of BERT with Attention-over-Attention. EDBT (2024)
Wenqi Shi, Ran Xu, Yuchen Zhuang, Yue Yu, Jieyu Zhang, Hang Wu, Yuanda Zhu, Joyce C. Ho, Carl J. Yang, May D. Wang
EHRAgent: Code Empowers Large Language Models for Complex Tabular Reasoning on Electronic Health Records. CoRR (2024)
Ziyang Zhang, Hejie Cui, Ran Xu, Yuzhang Xie, Joyce C. Ho, Carl Yang
TACCO: Task-guided Co-clustering of Clinical Concepts and Patient Visits for Disease Subtyping based on EHR Data. CoRR (2024)
Chase Fensore, Rodrigo M. Carrillo-Larco, Shivani A. Patel, Alanna A. Morris, Joyce C. Ho
Large Language Models for Integrating Social Determinant of Health Data: A Case Study on Heart Failure 30-Day Readmission Prediction. CoRR (2024)
Ran Xu, Yiwen Lu, Chang Liu, Yong Chen, Yan Sun, Xiao Hu, Joyce C. Ho, Carl Yang
From Basic to Extra Features: Hypergraph Transformer Pretrain-then-Finetuning for Balanced Clinical Predictions on EHR. CoRR (2024)
Hejie Cui, Zhuocheng Shen, Jieyu Zhang, Hui Shao, Lianhui Qin, Joyce C. Ho, Carl Yang
LLMs-based Few-Shot Disease Predictions using EHR: A Novel Approach Combining Predictive Agent Reasoning and Critical Agent Instruction. CoRR (2024)
Zhexiong Liu, Jing Zhang, Jiaying Lu, Wenjing Ma, Joyce C. Ho
LogicPrpBank: A Corpus for Logical Implication and Equivalence. CoRR (2024)
Huan He, William Hao, Yuanzhe Xi, Yong Chen, Bradley A. Malin, Joyce C. Ho
A Flexible Generative Model for Heterogeneous Tabular EHR with Missing Modality. ICLR (2024)
Ziyang Zhang, Hejie Cui, Ran Xu, Yuzhang Xie, Joyce C. Ho, Carl Yang
TACCO: Task-guided Co-clustering of Clinical Concepts and Patient Visits for Disease Subtyping based on EHR Data. KDD (2024)
Ran Xu, Wenqi Shi, Yue Yu, Yuchen Zhuang, Yanqiao Zhu, May D. Wang, Joyce C. Ho, Chao Zhang, Carl Yang
BMRetriever: Tuning Large Language Models as Better Biomedical Text Retrievers. CoRR (2024)
Hejie Cui, Xinyu Fang, Ran Xu, Xuan Kan, Joyce C. Ho, Carl Yang
Multimodal Fusion of EHR in Structures and Semantics: Integrating Clinical Records and Notes with Hypergraph and LLM. CoRR (2024)
Ran Xu, Wenqi Shi, Yue Yu, Yuchen Zhuang, Bowen Jin, May D. Wang, Joyce C. Ho, Carl Yang
RAM-EHR: Retrieval Augmentation Meets Clinical Predictions on Electronic Health Records. CoRR (2024)
Joyce C. Ho, Mani Sotoodeh, Wenhui Zhang, Roy L. Simpson, Vicki Stover Hertzberg
An AdaBoost-based algorithm to detect hospital-acquired pressure injury in the presence of conflicting annotations. Comput. Biol. Medicine 168 (2024)
Ran Xu, Yue Yu, Hejie Cui, Xuan Kan, Yanqiao Zhu, Joyce C. Ho, Chao Zhang, Carl Yang
Neighborhood-Regularized Self-Training for Learning with Few Labels. CoRR (2023)
Ran Xu, Hejie Cui, Yue Yu, Xuan Kan, Wenqi Shi, Yuchen Zhuang, Wei Jin, Joyce C. Ho, Carl Yang
Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language Models. CoRR (2023)
Jing Zhang, Shaojun Yu, Xuan Li, Jia Geng, Zhiyuan Zheng, Joyce C. Ho
SPLIT: Stance and Persuasion Prediction with Multi-modal on Image and Textual Information. ArgMining@EMNLP (2023)
Ran Xu, Yue Yu, Joyce C. Ho, Carl Yang
Weakly-Supervised Scientific Document Classification via Retrieval-Augmented Multi-Stage Training. CoRR (2023)
Yifei Ren, Jian Lou, Li Xiong, Joyce C. Ho, Xiaoqian Jiang, Sivasubramanium Venkatraman Bhavani
MULTIPAR: Supervised Irregular Tensor Factorization with Multi-task Learning for Computational Phenotyping. ML4H@NeurIPS (2023)
Jianghong Zhou, Joyce C. Ho, Chen Lin, Eugene Agichtein
A Deep Reinforcement Learning Approach for Interactive Search with Sentence-level Feedback. CoRR (2023)
Eric Wonhee Lee, Joyce C. Ho
PGB: A PubMed Graph Benchmark for Heterogeneous Network Representation Learning. CIKM (2023)
Eric Wonhee Lee, Joyce C. Ho
PGB: A PubMed Graph Benchmark for Heterogeneous Network Representation Learning. CoRR (2023)
Kevin Wu, Jing Zhang, Joyce C. Ho
CONSchema: Schema Matching with Semantics and Constraints. ADBIS (Short Papers) (2023)
Ran Xu, Yue Yu, Hejie Cui, Xuan Kan, Yanqiao Zhu, Joyce C. Ho, Chao Zhang, Carl Yang
Neighborhood-Regularized Self-Training for Learning with Few Labels. AAAI (2023)
Eric Wonhee Lee, Joyce C. Ho
SR-CoMbEr: Heterogeneous Network Embedding Using Community Multi-view Enhanced Graph Convolutional Network for Automating Systematic Reviews. ECIR (1) (2023)
Ran Xu, Yue Yu, Joyce C. Ho, Carl Yang
Weakly-Supervised Scientific Document Classification via Retrieval-Augmented Multi-Stage Training. SIGIR (2023)
Huan He, Shifan Zhao, Yuanzhe Xi, Joyce C. Ho
MedDiff: Generating Electronic Health Records using Accelerated Denoising Diffusion Model. CoRR (2023)
Hejie Cui, Jiaying Lu, Shiyu Wang, Ran Xu, Wenjing Ma, Shaojun Yu, Yue Yu, Xuan Kan, Chen Ling, Joyce C. Ho, Fei Wang, Carl Yang
A Survey on Knowledge Graphs for Healthcare: Resources, Applications, and Promises. CoRR (2023)
Gerardo Flores, George H. Chen, Tom J. Pollard, Ayah Zirikly, Michael C. Hughes, Tasmie Sarker, Joyce C. Ho, Tristan Naumann
Conference on Health, Inference, and Learning (CHIL) 2022. CHIL (2022)
Huan He, Shifan Zhao, Yuanzhe Xi, Joyce C. Ho, Yousef Saad
GDA-AM: On the Effectiveness of Solving Min-Imax Optimization via Anderson Mixing. ICLR (2022)
Yifei Ren, Jian Lou, Li Xiong, Joyce C. Ho, Xiaoqian Jiang, Sivasubramanium Bhavani
MULTIPAR: Supervised Irregular Tensor Factorization with Multi-task Learning. CoRR (2022)
Jiasheng Sheng, Zelalem Gero, Joyce C. Ho
PubMed Author-assigned Keyword Extraction (PubMedAKE) Benchmark. CIKM (2022)
Ran Xu, Yue Yu, Chao Zhang, Mohammed K. Ali, Joyce C. Ho, Carl Yang
Counterfactual and Factual Reasoning over Hypergraphs for Interpretable Clinical Predictions on EHR. ML4H@NeurIPS (2022)
Gerardo Flores, George H. Chen, Tom J. Pollard, Joyce C. Ho, Tristan Naumann
A collection of invited non-archival papers for the Conference on Health, Inference, and Learning (CHIL) 2022. CoRR (2022)
Huan He, Shifan Zhao, Ziyuan Tang, Joyce C. Ho, Yousef Saad, Yuanzhe Xi
An Efficient Nonlinear Acceleration method that Exploits Symmetry of the Hessian. CoRR (2022)
Jing Ma, Qiuchen Zhang, Jian Lou, Li Xiong, Joyce C. Ho
Communication Efficient Federated Generalized Tensor Factorization for Collaborative Health Data Analytics. WWW (2021)
Zelalem Gero, Joyce C. Ho
CATAN: Chart-aware temporal attention network for adverse outcome prediction. ICHI (2021)
Yubin Park, Joyce C. Ho
Tackling Overfitting in Boosting for Noisy Healthcare Data. IEEE Trans. Knowl. Data Eng. 33 (7) (2021)
Bonggun Shin, Sungsoo Park, JinYeong Bak, Joyce C. Ho
Controlled molecule generator for optimizing multiple chemical properties. CHIL (2021)
Ardavan Afshar, Kejing Yin, Sherry Yan, Cheng Qian, Joyce C. Ho, Haesun Park, Jimeng Sun
SWIFT: Scalable Wasserstein Factorization for Sparse Nonnegative Tensors. AAAI (2021)
Wenhui Zhang, Mani Sotoodeh, Joyce C. Ho, Roy L. Simpson, Vicki Stover Hertzberg
Examining the Concordance in the Documented Pressure Injury Site, Stage, and Count in Medical Information Mart for Intensive Care-III. Appl. Clin. Inform. 12 (4) (2021)
Zelalem Gero, Joyce C. Ho
Word centrality constrained representation for keyphrase extraction. BioNLP@NAACL-HLT (2021)
Sergey Volokhin, Joyce C. Ho, Oleg Rokhlenko, Eugene Agichtein
You Sound Like Someone Who Watches Drama Movies: Towards Predicting Movie Preferences from Conversational Interactions. NAACL-HLT (2021)
Jasmine Ye Nakayama, Joyce C. Ho, Emily Cartwright, Roy L. Simpson, Vicki Stover Hertzberg
Predictors of progression through the cascade of care to a cure for hepatitis C patients using decision trees and random forests. Comput. Biol. Medicine 134 (2021)
Huan He, Shifan Zhao, Yuanzhe Xi, Joyce C. Ho, Yousef Saad
Solve Minimax Optimization by Anderson Acceleration. CoRR (2021)
Jing Ma, Qiuchen Zhang, Jian Lou, Li Xiong, Joyce C. Ho
Temporal Network Embedding via Tensor Factorization. CoRR (2021)
Jing Zhang, Bonggun Shin, Jinho D. Choi, Joyce C. Ho
SMAT: An Attention-Based Deep Learning Solution to the Automation of Schema Matching. ADBIS (2021)
Zelalem Gero, Joyce C. Ho
Uncertainty-based Self-training for Biomedical Keyphrase Extraction. BHI (2021)
Jing Ma, Qiuchen Zhang, Jian Lou, Li Xiong, Sivasubramanium Bhavani, Joyce C. Ho
Communication Efficient Tensor Factorization for Decentralized Healthcare Networks. CoRR (2021)
Jing Ma, Qiuchen Zhang, Jian Lou, Li Xiong, Joyce C. Ho
Temporal Network Embedding via Tensor Factorization. CIKM (2021)
Mani Sotoodeh, Li Xiong, Joyce C. Ho
CrowdTeacher: Robust Co-teaching with Noisy Answers & Sample-specific Perturbations for Tabular Data. CoRR (2021)
Chen Lin, Joyce C. Ho, Eugene Agichtein
Cross-modal Memory Fusion Network for Multimodal Sequential Learning with Missing Values. ECIR (2) (2021)
Jing Ma, Qiuchen Zhang, Jian Lou, Li Xiong, Sivasubramanium Bhavani, Joyce C. Ho
Communication Efficient Tensor Factorization for Decentralized Healthcare Networks. ICDM (2021)
Wenqin Dong, Eric Wonhee Lee, Vicki Stover Hertzberg, Roy L. Simpson, Joyce C. Ho
GASP: Graph-Based Approximate Sequential Pattern Mining for Electronic Health Records. ADBIS (Short Papers) (2021)
Kejing Yin, Ardavan Afshar, Joyce C. Ho, William K. Cheung, Chao Zhang, Jimeng Sun
LogPar: Logistic PARAFAC2 Factorization for Temporal Binary Data with Missing Values. KDD (2020)
Huan He, Yuanzhe Xi, Joyce C. Ho
Fast and Accurate Tensor Decomposition without a High Performance Computing Machine. IEEE BigData (2020)
Eric Wonhee Lee, Byron C. Wallace, Karla I. Galaviz, Joyce C. Ho
MMiDaS-AE: multi-modal missing data aware stacked autoencoder for biomedical abstract screening. CHIL (2020)
Bonggun Shin, Sungsoo Park, JinYeong Bak, Joyce C. Ho
Controlled Molecule Generator for Optimizing Multiple Chemical Properties. CoRR (2020)
Jing Ma, Qiuchen Zhang, Joyce C. Ho, Li Xiong
Spatio-Temporal Tensor Sketching via Adaptive Sampling. ECML/PKDD (1) (2020)
Yifei Ren, Jian Lou, Li Xiong, Joyce C. Ho
Robust Irregular Tensor Factorization and Completion for Temporal Health Data Analysis. CIKM (2020)
Yubin Park, Joyce C. Ho
CaliForest: calibrated random forest for health data. CHIL (2020)
Ardavan Afshar, Kejing Yin, Sherry Yan, Cheng Qian, Joyce C. Ho, Haesun Park, Jimeng Sun
SWIFT: Scalable Wasserstein Factorization for Sparse Nonnegative Tensors. CoRR (2020)
Payam Karisani, Joyce C. Ho, Eugene Agichtein
Domain-Guided Task Decomposition with Self-Training for Detecting Personal Events in Social Media. CoRR (2020)
Jing Ma, Qiuchen Zhang, Joyce C. Ho, Li Xiong
Spatio-Temporal Tensor Sketching via Adaptive Sampling. CoRR (2020)
Ardavan Afshar, Ioakeim Perros, Haesun Park, Christopher deFilippi, Xiaowei Yan, Walter F. Stewart, Joyce C. Ho, Jimeng Sun
TASTE: temporal and static tensor factorization for phenotyping electronic health records. CHIL (2020)
Huan He, Yuanzhe Xi, Joyce C. Ho
Accelerated SGD for Tensor Decomposition of Sparse Count Data. ICDM (Workshops) (2020)
Payam Karisani, Joyce C. Ho, Eugene Agichtein
Domain-Guided Task Decomposition with Self-Training for Detecting Personal Events in Social Media. WWW (2020)
Mani Sotoodeh, Zelalem Gero, Wenhui Zhang, Roy L. Simpson, Vicki Hertzberg, Joyce C. Ho
Pressure Ulcer Injury in Unstructured Clinical Notes: Detection and Interpretation. AMIA (2020)
Zelalem Gero, Joyce C. Ho
NamedKeys: Unsupervised Keyphrase Extraction for Biomedical Documents. BCB (2019)
Zelalem Gero, Joyce C. Ho
PMCVec: Distributed phrase representation for biomedical text processing. J. Biomed. Informatics X 3 (2019)
Bonggun Shin, Sungsoo Park, Keunsoo Kang, Joyce C. Ho
Self-Attention Based Molecule Representation for Predicting Drug-Target Interaction. MLHC (2019)
Jing Ma, Qiuchen Zhang, Jian Lou, Joyce C. Ho, Li Xiong, Xiaoqian Jiang
Privacy-Preserving Tensor Factorization for Collaborative Health Data Analysis. CoRR (2019)
Jette Henderson, Bradley A. Malin, Joshua C. Denny, Abel N. Kho, Jimeng Sun, Joydeep Ghosh, Joyce C. Ho
CP Tensor Decomposition with Cannot-Link Intermode Constraints. SDM (2019)
Bonggun Shin, Sungsoo Park, Keunsoo Kang, Joyce C. Ho
Self-Attention Based Molecule Representation for Predicting Drug-Target Interaction. CoRR (2019)
Ardavan Afshar, Ioakeim Perros, Haesun Park, Christopher deFilippi, Xiaowei Yan, Walter F. Stewart, Joyce C. Ho, Jimeng Sun
TASTE: Temporal and Static Tensor Factorization for Phenotyping Electronic Health Records. CoRR (2019)
Jing Ma, Qiuchen Zhang, Jian Lou, Joyce C. Ho, Li Xiong, Xiaoqian Jiang
Privacy-Preserving Tensor Factorization for Collaborative Health Data Analysis. CIKM (2019)
Huan He, Jette Henderson, Joyce C. Ho
Distributed Tensor Decomposition for Large Scale Health Analytics. WWW (2019)
Jette Henderson, Bradley A. Malin, Joyce C. Ho, Joydeep Ghosh
PIVETed-Granite: Computational Phenotypes through Constrained Tensor Factorization. CoRR (2018)
Ardavan Afshar, Ioakeim Perros, Evangelos E. Papalexakis, Elizabeth Searles, Joyce C. Ho, Jimeng Sun
COPA: Constrained PARAFAC2 for Sparse & Large Datasets. CIKM (2018)
Jette Henderson, Huan He, Bradley A. Malin, Joshua C. Denny, Abel N. Kho, Joydeep Ghosh, Joyce C. Ho
Phenotyping through Semi-Supervised Tensor Factorization (PSST). AMIA (2018)
Yubin Park, Joyce C. Ho
PaloBoost: An Overfitting-robust TreeBoost with Out-of-Bag Sample Regularization Techniques. CoRR (2018)
Ardavan Afshar, Ioakeim Perros, Evangelos E. Papalexakis, Elizabeth Searles, Joyce C. Ho, Jimeng Sun
COPA: Constrained PARAFAC2 for Sparse & Large Datasets. CoRR (2018)
Ardavan Afshar, Joyce C. Ho, Bistra Dilkina, Ioakeim Perros, Elias B. Khalil, Li Xiong, Vaidy S. Sunderam
CP-ORTHO: An Orthogonal Tensor Factorization Framework for Spatio-Temporal Data. SIGSPATIAL/GIS (2017)
Jette Henderson, Joyce C. Ho, Abel N. Kho, Joshua C. Denny, Bradley A. Malin, Jimeng Sun, Joydeep Ghosh
Granite: Diversified, Sparse Tensor Factorization for Electronic Health Record-Based Phenotyping. ICHI (2017)
Jette Henderson, Ryan Bridges, Joyce C. Ho, Byron C. Wallace, Joydeep Ghosh
PheKnow-Cloud: A Tool for Evaluating High-Throughput Phenotype Candidates using Online Medical Literature. CRI (2017)
Joyce C. Ho, Yubin Park
Learning from different perspectives: Robust cardiac arrest prediction via temporal transfer learning. EMBC (2017)
Jette Henderson, Joyce C. Ho, Joydeep Ghosh
gamAID: Greedy CP tensor decomposition for supervised EHR-based disease trajectory differentiation. EMBC (2017)
Ryan Bridges, Jette Henderson, Joyce C. Ho, Byron C. Wallace, Joydeep Ghosh
Automated Verification of Phenotypes using PubMed. BCB (2016)
Yubin Park, Joyce C. Ho, Joydeep Ghosh
ACDC: $α$-Carving Decision Chain for Risk Stratification. CoRR (2016)
Joyce C. Ho, Joydeep Ghosh, Steven R. Steinhubl, Walter F. Stewart, Joshua C. Denny, Bradley A. Malin, Jimeng Sun
Limestone: High-throughput candidate phenotype generation via tensor factorization. J. Biomed. Informatics 52 (2014)
Joyce C. Ho, Joydeep Ghosh, Jimeng Sun
Marble: high-throughput phenotyping from electronic health records via sparse nonnegative tensor factorization. KDD (2014)
Joyce C. Ho, Cheng H. Lee, Joydeep Ghosh
Septic Shock Prediction for Patients with Missing Data. ACM Trans. Manag. Inf. Syst. 5 (1) (2014)
Joyce C. Ho, Joydeep Ghosh, Jimeng Sun
Extracting Phenotypes from Patient Claim Records Using Nonnegative Tensor Factorization. Brain Informatics and Health (2014)
Joyce C. Ho, Yubin Park, Carlos Carvalho, Joydeep Ghosh
DYNACARE: Dynamic Cardiac Arrest Risk Estimation. AISTATS (2013)
Joyce C. Ho, Joydeep Ghosh, K. P. Unnikrishnan
Risk Prediction of a Multiple Sclerosis Diagnosis. ICHI (2013)
Yubin Park, Joyce C. Ho, Joydeep Ghosh
Multivariate temporal symptomatic characterization of cardiac arrest. EMBC (2013)