Using context-aware computing to reduce the perceived burden of interruptions from mobile devices. - Joyce C. Ho; Stephen S. Intille (CHI, 2005)

DYNACARE: Dynamic Cardiac Arrest Risk Estimation. - Joyce C. Ho; Yubin Park; Carlos Carvalho; Joydeep Ghosh (AISTATS, 2013)

Multivariate temporal symptomatic characterization of cardiac arrest. - Yubin Park; Joyce C. Ho; Joydeep Ghosh (EMBC, 2013)

Risk Prediction of a Multiple Sclerosis Diagnosis. - Joyce C. Ho; Joydeep Ghosh; K. P. Unnikrishnan (ICHI, 2013)

Extracting Phenotypes from Patient Claim Records Using Nonnegative Tensor Factorization. - Joyce C. Ho; Joydeep Ghosh; Jimeng Sun 001 (Brain Informatics and Health, 2014)

Marble: high-throughput phenotyping from electronic health records via sparse nonnegative tensor factorization. - Joyce C. Ho; Joydeep Ghosh; Jimeng Sun 001 (KDD, 2014)

Limestone: High-throughput candidate phenotype generation via tensor factorization. - Joyce C. Ho; Joydeep Ghosh; Steven R. Steinhubl; Walter F. Stewart; Joshua C. Denny; Bradley A. Malin; Jimeng Sun 001 (J. Biomed. Informatics, 2014)

Septic Shock Prediction for Patients with Missing Data. - Joyce C. Ho; Cheng H. Lee; Joydeep Ghosh (ACM Trans. Manag. Inf. Syst., 2014)

Automated Verification of Phenotypes using PubMed. - Ryan Bridges; Jette Henderson; Joyce C. Ho; Byron C. Wallace; Joydeep Ghosh (BCB, 2016)

ACDC: $α$-Carving Decision Chain for Risk Stratification. - Yubin Park; Joyce C. Ho; Joydeep Ghosh (CoRR, 2016)

PheKnow-Cloud: A Tool for Evaluating High-Throughput Phenotype Candidates using Online Medical Literature. - Jette Henderson; Ryan Bridges; Joyce C. Ho; Byron C. Wallace; Joydeep Ghosh (CRI, 2017)

gamAID: Greedy CP tensor decomposition for supervised EHR-based disease trajectory differentiation. - Jette Henderson; Joyce C. Ho; Joydeep Ghosh (EMBC, 2017)

Learning from different perspectives: Robust cardiac arrest prediction via temporal transfer learning. - Joyce C. Ho; Yubin Park (EMBC, 2017)

CP-ORTHO: An Orthogonal Tensor Factorization Framework for Spatio-Temporal Data. - Ardavan Afshar; Joyce C. Ho; Bistra Dilkina; Ioakeim Perros; Elias B. Khalil; Li Xiong 001; Vaidy S. Sunderam (SIGSPATIAL/GIS, 2017)

Granite: Diversified, Sparse Tensor Factorization for Electronic Health Record-Based Phenotyping. - Jette Henderson; Joyce C. Ho; Abel N. Kho; Joshua C. Denny; Bradley A. Malin; Jimeng Sun 001; Joydeep Ghosh (ICHI, 2017)

Phenotyping through Semi-Supervised Tensor Factorization (PSST). - Jette Henderson; Huan He; Bradley A. Malin; Joshua C. Denny; Abel N. Kho; Joydeep Ghosh; Joyce C. Ho (AMIA, 2018)

COPA: Constrained PARAFAC2 for Sparse & Large Datasets. - Ardavan Afshar; Ioakeim Perros; Evangelos E. Papalexakis; Elizabeth Searles; Joyce C. Ho; Jimeng Sun 001 (CIKM, 2018)

PaloBoost: An Overfitting-robust TreeBoost with Out-of-Bag Sample Regularization Techniques. - Yubin Park; Joyce C. Ho (CoRR, 2018)

PIVETed-Granite: Computational Phenotypes through Constrained Tensor Factorization. - Jette Henderson; Bradley A. Malin; Joyce C. Ho; Joydeep Ghosh (CoRR, 2018)

NamedKeys: Unsupervised Keyphrase Extraction for Biomedical Documents. - Zelalem Gero; Joyce C. Ho (BCB, 2019)

Privacy-Preserving Tensor Factorization for Collaborative Health Data Analysis. - Jing Ma 005; Qiuchen Zhang; Jian Lou 001; Joyce C. Ho; Li Xiong 001; Xiaoqian Jiang (CIKM, 2019)

Self-Attention Based Molecule Representation for Predicting Drug-Target Interaction. - Bonggun Shin; Sungsoo Park; Keunsoo Kang; Joyce C. Ho (MLHC, 2019)

CP Tensor Decomposition with Cannot-Link Intermode Constraints. - Jette Henderson; Bradley A. Malin; Joshua C. Denny; Abel N. Kho; Jimeng Sun 001; Joydeep Ghosh; Joyce C. Ho (SDM, 2019)

Distributed Tensor Decomposition for Large Scale Health Analytics. - Huan He; Jette Henderson; Joyce C. Ho (WWW, 2019)

PMCVec: Distributed phrase representation for biomedical text processing. - Zelalem Gero; Joyce C. Ho (J. Biomed. Informatics X, 2019)

Pressure Ulcer Injury in Unstructured Clinical Notes: Detection and Interpretation. - Mani Sotoodeh; Zelalem Gero; Wenhui Zhang; Roy L. Simpson; Vicki Hertzberg; Joyce C. Ho (AMIA, 2020)

Fast and Accurate Tensor Decomposition without a High Performance Computing Machine. - Huan He; Yuanzhe Xi; Joyce C. Ho (IEEE BigData, 2020)

TASTE: temporal and static tensor factorization for phenotyping electronic health records. - Ardavan Afshar; Ioakeim Perros; Haesun Park; Christopher deFilippi; Xiaowei Yan; Walter F. Stewart; Joyce C. Ho; Jimeng Sun 001 (CHIL, 2020)

MMiDaS-AE: multi-modal missing data aware stacked autoencoder for biomedical abstract screening. - Eric Wonhee Lee; Byron C. Wallace; Karla I. Galaviz; Joyce C. Ho (CHIL, 2020)

CaliForest: calibrated random forest for health data. - Yubin Park; Joyce C. Ho (CHIL, 2020)

Robust Irregular Tensor Factorization and Completion for Temporal Health Data Analysis. - Yifei Ren; Jian Lou 001; Li Xiong 001; Joyce C. Ho (CIKM, 2020)

Accelerated SGD for Tensor Decomposition of Sparse Count Data. - Huan He; Yuanzhe Xi; Joyce C. Ho (ICDM (Workshops), 2020)

LogPar: Logistic PARAFAC2 Factorization for Temporal Binary Data with Missing Values. - Kejing Yin; Ardavan Afshar; Joyce C. Ho; William K. Cheung 001; Chao Zhang 014; Jimeng Sun 001 (KDD, 2020)

Spatio-Temporal Tensor Sketching via Adaptive Sampling. - Jing Ma 005; Qiuchen Zhang; Joyce C. Ho; Li Xiong 001 (ECML/PKDD (1), 2020)

Domain-Guided Task Decomposition with Self-Training for Detecting Personal Events in Social Media. - Payam Karisani; Joyce C. Ho; Eugene Agichtein (WWW, 2020)

SWIFT: Scalable Wasserstein Factorization for Sparse Nonnegative Tensors. - Ardavan Afshar; Kejing Yin; Sherry Yan; Cheng Qian 001; Joyce C. Ho; Haesun Park; Jimeng Sun 001 (AAAI, 2021)

GASP: Graph-Based Approximate Sequential Pattern Mining for Electronic Health Records. - Wenqin Dong; Eric Wonhee Lee; Vicki Stover Hertzberg; Roy L. Simpson; Joyce C. Ho (ADBIS (Short Papers), 2021)

SMAT: An Attention-Based Deep Learning Solution to the Automation of Schema Matching. - Jing Zhang; Bonggun Shin; Jinho D. Choi; Joyce C. Ho (ADBIS, 2021)

Uncertainty-based Self-training for Biomedical Keyphrase Extraction. - Zelalem Gero; Joyce C. Ho (BHI, 2021)

Word centrality constrained representation for keyphrase extraction. - Zelalem Gero; Joyce C. Ho (BioNLP@NAACL-HLT, 2021)

Controlled molecule generator for optimizing multiple chemical properties. - Bonggun Shin; Sungsoo Park; JinYeong Bak; Joyce C. Ho (CHIL, 2021)

Temporal Network Embedding via Tensor Factorization. - Jing Ma 005; Qiuchen Zhang; Jian Lou 001; Li Xiong 001; Joyce C. Ho (CIKM, 2021)

Cross-modal Memory Fusion Network for Multimodal Sequential Learning with Missing Values. - Chen Lin; Joyce C. Ho; Eugene Agichtein (ECIR (2), 2021)

Communication Efficient Tensor Factorization for Decentralized Healthcare Networks. - Jing Ma 005; Qiuchen Zhang; Jian Lou 001; Li Xiong 001; Sivasubramanium Bhavani; Joyce C. Ho (ICDM, 2021)

CATAN: Chart-aware temporal attention network for adverse outcome prediction. - Zelalem Gero; Joyce C. Ho (ICHI, 2021)

You Sound Like Someone Who Watches Drama Movies: Towards Predicting Movie Preferences from Conversational Interactions. - Sergey Volokhin; Joyce C. Ho; Oleg Rokhlenko; Eugene Agichtein (NAACL-HLT, 2021)

CrowdTeacher: Robust Co-teaching with Noisy Answers and Sample-Specific Perturbations for Tabular Data. - Mani Sotoodeh; Li Xiong 001; Joyce C. Ho (PAKDD (2), 2021)

Communication Efficient Federated Generalized Tensor Factorization for Collaborative Health Data Analytics. - Jing Ma 005; Qiuchen Zhang; Jian Lou 001; Li Xiong 001; Joyce C. Ho (WWW, 2021)

Examining the Concordance in the Documented Pressure Injury Site, Stage, and Count in Medical Information Mart for Intensive Care-III. - Wenhui Zhang; Mani Sotoodeh; Joyce C. Ho; Roy L. Simpson; Vicki Stover Hertzberg (Appl. Clin. Inform., 2021)

Predictors of progression through the cascade of care to a cure for hepatitis C patients using decision trees and random forests. - Jasmine Ye Nakayama; Joyce C. Ho; Emily Cartwright; Roy L. Simpson; Vicki Stover Hertzberg (Comput. Biol. Medicine, 2021)

CrowdTeacher: Robust Co-teaching with Noisy Answers & Sample-specific Perturbations for Tabular Data. - Mani Sotoodeh; Li Xiong 001; Joyce C. Ho (CoRR, 2021)

Solve Minimax Optimization by Anderson Acceleration. - Huan He; Shifan Zhao; Yuanzhe Xi; Joyce C. Ho; Yousef Saad (CoRR, 2021)

Tackling Overfitting in Boosting for Noisy Healthcare Data. - Yubin Park; Joyce C. Ho (IEEE Trans. Knowl. Data Eng., 2021)

Conference on Health, Inference, and Learning (CHIL) 2022. - Gerardo Flores; George H. Chen; Tom J. Pollard; Ayah Zirikly; Michael C. Hughes; Tasmie Sarker; Joyce C. Ho; Tristan Naumann (CHIL, 2022)

PubMed Author-assigned Keyword Extraction (PubMedAKE) Benchmark. - Jiasheng Sheng; Zelalem Gero; Joyce C. Ho (CIKM, 2022)

GDA-AM: On the Effectiveness of Solving Min-Imax Optimization via Anderson Mixing. - Huan He; Shifan Zhao; Yuanzhe Xi; Joyce C. Ho; Yousef Saad (ICLR, 2022)

Counterfactual and Factual Reasoning over Hypergraphs for Interpretable Clinical Predictions on EHR. - Ran Xu 002; Yue Yu 001; Chao Zhang 014; Mohammed K. Ali; Joyce C. Ho; Carl Yang 001 (ML4H@NeurIPS, 2022)

A collection of invited non-archival papers for the Conference on Health, Inference, and Learning (CHIL) 2022. - Gerardo Flores; George H. Chen; Tom J. Pollard; Joyce C. Ho; Tristan Naumann (CoRR, 2022)

MULTIPAR: Supervised Irregular Tensor Factorization with Multi-task Learning. - Yifei Ren; Jian Lou 001; Li Xiong 001; Joyce C. Ho; Xiaoqian Jiang; Sivasubramanium Bhavani (CoRR, 2022)

An Efficient Nonlinear Acceleration method that Exploits Symmetry of the Hessian. - Huan He; Shifan Zhao; Ziyuan Tang; Joyce C. Ho; Yousef Saad; Yuanzhe Xi (CoRR, 2022)

Neighborhood-Regularized Self-Training for Learning with Few Labels. - Ran Xu 002; Yue Yu 001; Hejie Cui; Xuan Kan; Yanqiao Zhu 001; Joyce C. Ho; Chao Zhang 014; Carl Yang 001 (AAAI, 2023)

CONSchema: Schema Matching with Semantics and Constraints. - Kevin Wu; Jing Zhang; Joyce C. Ho (ADBIS (Short Papers), 2023)

SPLIT: Stance and Persuasion Prediction with Multi-modal on Image and Textual Information. - Jing Zhang; Shaojun Yu; Xuan Li; Jia Geng; Zhiyuan Zheng; Joyce C. Ho (ArgMining@EMNLP, 2023)

PGB: A PubMed Graph Benchmark for Heterogeneous Network Representation Learning. - Eric Wonhee Lee; Joyce C. Ho (CIKM, 2023)

SR-CoMbEr: Heterogeneous Network Embedding Using Community Multi-view Enhanced Graph Convolutional Network for Automating Systematic Reviews. - Eric Wonhee Lee; Joyce C. Ho (ECIR (1), 2023)

MULTIPAR: Supervised Irregular Tensor Factorization with Multi-task Learning for Computational Phenotyping. - Yifei Ren; Jian Lou 001; Li Xiong 001; Joyce C. Ho; Xiaoqian Jiang; Sivasubramanium Venkatraman Bhavani (ML4H@NeurIPS, 2023)

Weakly-Supervised Scientific Document Classification via Retrieval-Augmented Multi-Stage Training. - Ran Xu 002; Yue Yu 001; Joyce C. Ho; Carl Yang 001 (SIGIR, 2023)

MedDiff: Generating Electronic Health Records using Accelerated Denoising Diffusion Model. - Huan He; Shifan Zhao; Yuanzhe Xi; Joyce C. Ho (CoRR, 2023)

A Survey on Knowledge Graphs for Healthcare: Resources, Applications, and Promises. - Hejie Cui; Jiaying Lu 001; Shiyu Wang 002; Ran Xu 002; Wenjing Ma; Shaojun Yu; Yue Yu 001; Xuan Kan; Chen Ling 003; Joyce C. Ho; Fei Wang; Carl Yang 001 (CoRR, 2023)

A Deep Reinforcement Learning Approach for Interactive Search with Sentence-level Feedback. - Jianghong Zhou; Joyce C. Ho; Chen Lin; Eugene Agichtein (CoRR, 2023)

Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language Models. - Ran Xu 002; Hejie Cui; Yue Yu 001; Xuan Kan; Wenqi Shi; Yuchen Zhuang; Wei Jin 009; Joyce C. Ho; Carl Yang 001 (CoRR, 2023)

Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language Models. - Ran Xu 002; Hejie Cui; Yue Yu 001; Xuan Kan; Wenqi Shi; Yuchen Zhuang; May Dongmei Wang; Wei Jin 009; Joyce C. Ho; Carl Yang 001 (ACL (Findings), 2024)

RAM-EHR: Retrieval Augmentation Meets Clinical Predictions on Electronic Health Records. - Ran Xu 002; Wenqi Shi; Yue Yu 001; Yuchen Zhuang; Bowen Jin; May Dongmei Wang; Joyce C. Ho; Carl Yang 001 (ACL (Short Papers), 2024)

From Basic to Extra Features: Hypergraph Transformer Pretrain-then-Finetuning for Balanced Clinical Predictions on EHR. - Ran Xu 002; Yiwen Lu; Chang Liu; Yong Chen 016; Yan Sun; Xiao Hu 002; Joyce C. Ho; Carl Yang 001 (CHIL, 2024)

HypMix: Hyperbolic Representation Learning for Graphs with Mixed Hierarchical and Non-hierarchical Structures. - Eric Wonhee Lee; Bo Xiong; Carl Yang 001; Joyce C. Ho (CIKM, 2024)

EMBA: Entity Matching using Multi-Task Learning of BERT with Attention-over-Attention. - Jing Zhang; Huan Sun; Joyce C. Ho (EDBT, 2024)

BMRetriever: Tuning Large Language Models as Better Biomedical Text Retrievers. - Ran Xu 002; Wenqi Shi; Yue Yu 001; Yuchen Zhuang; Yanqiao Zhu 001; May Dongmei Wang; Joyce C. Ho; Chao Zhang 014; Carl Yang 001 (EMNLP, 2024)

EHRAgent: Code Empowers Large Language Models for Few-shot Complex Tabular Reasoning on Electronic Health Records. - Wenqi Shi; Ran Xu 002; Yuchen Zhuang; Yue Yu 001; Jieyu Zhang 001; Hang Wu; Yuanda Zhu; Joyce C. Ho; Carl Yang 001; May Dongmei Wang (EMNLP, 2024)

A Flexible Generative Model for Heterogeneous Tabular EHR with Missing Modality. - Huan He; William Hao; Yuanzhe Xi; Yong Chen 016; Bradley A. Malin; Joyce C. Ho (ICLR, 2024)

TACCO: Task-guided Co-clustering of Clinical Concepts and Patient Visits for Disease Subtyping based on EHR Data. - Ziyang Zhang; Hejie Cui; Ran Xu 002; Yuzhang Xie; Joyce C. Ho; Carl Yang 001 (KDD, 2024)

Evaluating Safety of Large Language Models for Patient-facing Medical Question Answering. - Yella Diekmann; Chase Fensore; Rodrigo M. Carrillo-Larco; Nishant Pradhan; Bhavya Appana; Joyce C. Ho (ML4H@NeurIPS, 2024)

LLMSYN: Generating Synthetic Electronic Health Records Without Patient-Level Data. - Yijie Hao; Huan He; Joyce C. Ho (MLHC, 2024)

PromptLink: Leveraging Large Language Models for Cross-Source Biomedical Concept Linking. - Yuzhang Xie; Jiaying Lu 001; Joyce C. Ho; Fadi B. Nahab; Xiao Hu 002; Carl Yang 001 (SIGIR, 2024)

EHRAgent: Code Empowers Large Language Models for Complex Tabular Reasoning on Electronic Health Records. - Wenqi Shi; Ran Xu 002; Yuchen Zhuang; Yue Yu 001; Jieyu Zhang 001; Hang Wu; Yuanda Zhu; Joyce C. Ho; Carl Yang 001; May D. Wang (CoRR, 2024)

LogicPrpBank: A Corpus for Logical Implication and Equivalence. - Zhexiong Liu; Jing Zhang; Jiaying Lu 001; Wenjing Ma; Joyce C. Ho (CoRR, 2024)

Multimodal Fusion of EHR in Structures and Semantics: Integrating Clinical Records and Notes with Hypergraph and LLM. - Hejie Cui; Xinyu Fang; Ran Xu 002; Xuan Kan; Joyce C. Ho; Carl Yang 001 (CoRR, 2024)

LLMs-based Few-Shot Disease Predictions using EHR: A Novel Approach Combining Predictive Agent Reasoning and Critical Agent Instruction. - Hejie Cui; Zhuocheng Shen; Jieyu Zhang 001; Hui Shao; Lianhui Qin; Joyce C. Ho; Carl Yang 001 (CoRR, 2024)

Large Language Models for Integrating Social Determinant of Health Data: A Case Study on Heart Failure 30-Day Readmission Prediction. - Chase Fensore; Rodrigo M. Carrillo-Larco; Shivani A. Patel; Alanna A. Morris; Joyce C. Ho (CoRR, 2024)

SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains. - Ran Xu 002; Hui Liu 003; Sreyashi Nag; Zhenwei Dai; Yaochen Xie; Xianfeng Tang; Chen Luo 003; Yang Li 055; Joyce C. Ho; Carl Yang 001; Qi He 002 (CoRR, 2024)

Is thermography a viable solution for detecting pressure injuries in dark skin patients? - Miriam Asare-Baiden; Kathleen Jordan; Andrew Chung; Sharon Eve Sonenblum; Joyce C. Ho (CoRR, 2024)

An AdaBoost-based algorithm to detect hospital-acquired pressure injury in the presence of conflicting annotations. - Joyce C. Ho; Mani Sotoodeh; Wenhui Zhang; Roy L. Simpson; Vicki Stover Hertzberg (Comput. Biol. Medicine, 2024)

SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains. - Ran Xu 002; Hui Liu 031; Sreyashi Nag; Zhenwei Dai; Yaochen Xie; Xianfeng Tang; Chen Luo 003; Yang Li 055; Joyce C. Ho; Carl Yang 001; Qi He 002 (NAACL (Long Papers), 2025)

A review on knowledge graphs for healthcare: Resources, applications, and promises. - Hejie Cui; Jiaying Lu 001; Ran Xu 002; Shiyu Wang 002; Wenjing Ma; Yue Yu 001; Shaojun Yu; Xuan Kan; Chen Ling 003; Liang Zhao 002; Zhaohui S. Qin; Joyce C. Ho; et al. (J. Biomed. Informatics, 2025)

Collab-RAG: Boosting Retrieval-Augmented Generation for Complex Question Answering via White-Box and Black-Box LLM Collaboration. - Ran Xu 002; Wenqi Shi; Yuchen Zhuang; Yue Yu 001; Joyce C. Ho; Haoyu Wang; Carl Yang 001 (CoRR, 2025)

Evaluating Hybrid Retrieval Augmented Generation using Dynamic Test Sets: LiveRAG Challenge. - Chase Fensore; Kaustubh D. Dhole; Joyce C. Ho; Eugene Agichtein (CoRR, 2025)

TransFed: cross-domain feature alignment for semi-supervised federated transfer learning. - Linghui Zeng; Ruixuan Liu; Li Xiong 001; Joyce C. Ho (Mach. Learn., 2025)