Papers & methods
Publications
Publications in machine learning, statistics, health, and learning analytics. Google Scholar
Spatially Segregated Macrophage Populations Predict Distinct Outcomes in Colon Cancer
Cancer Discovery 14(8), 1418–1439Modeling Longitudinal Data Using Matrix Completion
Journal of Computational and Graphical Statistics 33(2), 551–566OpenCap: Human movement dynamics from smartphone videos
PLOS Computational BiologySmartphone videos of the sit-to-stand test predict osteoarthritis and health outcomes in a nationwide study
npj Digital Medicine 6(1), 32Artificial intelligence can improve patients' experience in decentralized clinical trials
Nature Medicine 28(12), 2462–2463Generalized matrix factorization: efficient algorithms for fitting generalized linear latent variable models to large data arrays
Journal of Machine Learning Research 23(291), 1–29
Assessing inertial measurement unit locations for freezing of gait detection and patient preference
Journal of NeuroEngineering and Rehabilitation 19(1), 20Self-Organizing Maps for Cellular In Silico Staining and Cell Substate Classification
Frontiers in Immunology 12, 765923
Deep reinforcement learning for modeling human locomotion control in neuromechanical simulation
Journal of NeuroEngineering and Rehabilitation 18(1), 126Wearable sensors enable personalized predictions of clinical laboratory measurements
Nature Medicine 27, 1105–1112A neural network to predict the knee adduction moment in patients with osteoarthritis using anatomical landmarks obtainable from 2D video analysis
Osteoarthritis and Cartilage 29(3), 346–356Deep longitudinal multiomics profiling reveals two biological seasonal patterns in California
Nature Communications 11(1), 4933Automated Classification of Radiographic Knee Osteoarthritis Severity Using Deep Neural Networks
Radiology: Artificial Intelligence 2(2), e190065Artificial Intelligence for Prosthetics: Challenge Solutions
The NeurIPS ‘18 Competition 69–128Automatic real-time gait event detection in children using deep neural networks
PLOS ONE 14(1), e0211466Google Street View image predicts car accident risk
Central European Economic Journal 6(53), 151–163Learning to Run Challenge: Synthesizing Physiologically Accurate Motion Using Deep Reinforcement Learning
The NIPS ‘17 Competition: Building Intelligent Systems 101–120Learning to Run Challenge Solutions: Adapting Reinforcement Learning Methods for Neuromusculoskeletal Environments
The NIPS ‘17 Competition: Building Intelligent Systems 121–153Automated human-level diagnosis of dysgraphia using a consumer tablet
npj Digital Medicine 1, 42Principal Components Analysis of Periodically Correlated Functional Time Series
Journal of Time Series Analysis 39(4), 502–522Orchestration Load Indicators and Patterns: In-the-Wild Studies Using Mobile Eye-Tracking
IEEE Transactions on Learning Technologies 11(2), 216–229Gene expression profiling of low-grade endometrial stromal sarcoma indicates fusion protein-mediated activation of the Wnt signaling pathway
Gynecologic Oncology 149(2), 388–393Multimodal Teaching Analytics: Automated Extraction of Orchestration Graphs from Wearable Sensor Data
Journal of Computer Assisted Learning 34(2), 193–203
Introduction to smart learning analytics: foundations and developments in video-based learning
Smart Learning Environments 3, 12Semi-Markov model for simulating MOOC students
International Conference on Educational Data Mining 358–363Enhancing video-based learning experience through smart environments and analytics
SE@VBL · CEUR Workshop Proceedings 1579, 1–6Semiautomatic Annotation of MOOC Forum Posts
State-of-the-Art and Future Directions of Smart Learning 399–408A Tutorial on Machine Learning in Educational Science
State-of-the-Art and Future Directions of Smart Learning 453–459MOOC Video Interaction Patterns: What Do They Tell Us?
EC-TEL · Design for Teaching and Learning in a Networked World 197–210Estimation in Functional Lagged Regression
Journal of Time Series Analysis 36(4), 541–561Translating head motion into attention-towards processing of student’s body-language
Proceedings of the 8th International Conference on Educational Data MiningHow Do In-video Interactions Reflect Perceived Video Difficulty?
Proceedings of the European MOOCs Stakeholder Summit 2015, p. 112-121
Dynamic Functional Principal Component
Journal of the Royal Statistical Society: Series BA Note on Estimation in Hilbertian Linear Models
Scandinavian Journal of Statistics 42(1), 43–62No publications match your search. Try a different title, author, or year.