Research

Modelling Genetic Variations using Fragmentation-Coagulation Processes NeurIPS 2011 Neural Reconstruction with Approximate Message Passing (NeuRAMP) NeurIPS 2011 On the Analysis of Multi-Channel Neural Spike Data NeurIPS 2011 Reinforcement Learning using Kernel-Based Stochastic Factorization NeurIPS 2011 Structured Learning for Cell Tracking NeurIPS 2011 Accounting for network effects in neuronal responses using L1 regularized point process models NeurIPS 2010 Active Learning Applied to Patient-Adaptive Heartbeat Classification NeurIPS 2010 Adaptive Multi-Task Lasso: with Application to eQTL Detection NeurIPS 2010 A highly efficient blocked Gibbs sampler reconstruction of multidimensional NMR spectra AISTATS 2010 A Novel Kernel for Learning a Neuron Model from Spike Train Data NeurIPS 2010 Approximate parameter inference in a stochastic reaction-diffusion model AISTATS 2010 Brain covariance selection: better individual functional connectivity models using population prior NeurIPS 2010 Categories and Functional Units: An Infinite Hierarchical Model for Brain Activations NeurIPS 2010 Cross Species Expression Analysis using a Dirichlet Process Mixture Model with Latent Matchings NeurIPS 2010 Decoding Ipsilateral Finger Movements from ECoG Signals in Humans NeurIPS 2010 Dense Message Passing for Sparse Principal Component Analysis AISTATS 2010 Efficient and Robust Feature Selection via Joint ℓ2,1-Norms Minimization NeurIPS 2010 Evaluation of Rarity of Fingerprints in Forensics NeurIPS 2010 Exact inference and learning for cumulative distribution functions on loopy graphs NeurIPS 2010 Functional Geometry Alignment and Localization of Brain Areas NeurIPS 2010 Identifying Dendritic Processing NeurIPS 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 Inference of Sparse Networks with Unobserved Variables. Application to Gene Regulatory Networks AISTATS 2010 Infinite Relational Modeling of Functional Connectivity in Resting State fMRI NeurIPS 2010