Medical AI

Bayesian Nonparametric Modeling of Suicide Attempts NeurIPS 2012 High-Order Multi-Task Feature Learning to Identify Longitudinal Phenotypic Markers for Alzheimer's Disease Progression Prediction NeurIPS 2012 Patient Risk Stratification for Hospital-Associated C. diff as a Time-Series Classification Task NeurIPS 2012 Probabilistic Event Cascades for Alzheimer's disease NeurIPS 2012 Scalable Personalization of Long-Term Physiological Monitoring: Active Learning Methodologies for Epileptic Seizure Onset Detection AISTATS 2012 A Brain-Machine Interface Operating with a Real-Time Spiking Neural Network Control Algorithm NeurIPS 2011 Anatomically Constrained Decoding of Finger Flexion from Electrocorticographic Signals NeurIPS 2011 History distribution matching method for predicting effectiveness of HIV combination therapies NeurIPS 2011 Learning Patient-Specific Cancer Survival Distributions as a Sequence of Dependent Regressors NeurIPS 2011 Priors over Recurrent Continuous Time Processes NeurIPS 2011 Active Learning Applied to Patient-Adaptive Heartbeat Classification NeurIPS 2010 Brain covariance selection: better individual functional connectivity models using population prior NeurIPS 2010 Decoding Ipsilateral Finger Movements from ECoG Signals in Humans NeurIPS 2010 Gaussian processes with monotonicity information AISTATS 2010 Identifying Patients at Risk of Major Adverse Cardiovascular Events Using Symbolic Mismatch NeurIPS 2010 Individualized ROI Optimization via Maximization of Group-wise Consistency of Structural and Functional Profiles NeurIPS 2010 Infinite Relational Modeling of Functional Connectivity in Resting State fMRI NeurIPS 2010 Augmenting Feature-driven fMRI Analyses: Semi-supervised learning and resting state activity NeurIPS 2009 Discriminative Network Models of Schizophrenia NeurIPS 2009 Manifold Embeddings for Model-Based Reinforcement Learning under Partial Observability NeurIPS 2009 Subject independent EEG-based BCI decoding NeurIPS 2009 Bounds on marginal probability distributions NeurIPS 2008 Effects of Stimulus Type and of Error-Correcting Code Design on BCI Speller Performance NeurIPS 2008 Hierarchical Fisher Kernels for Longitudinal Data NeurIPS 2008 MDPs with Non-Deterministic Policies NeurIPS 2008