Machine Learning

Machine Learning

Probabilistic Modeling + Deep Learning

• Deep Neural Dynamic Bayesian Networks applied to EEG sleep spindles modeling MICCAI early acceptance (top 15%), spotlight oral presentation

Computer Vision

Sparse Coding + Robustness

• RobOMP: Robust variants of Orthogonal Matching Pursuit for sparse representations (open access)
• Generalized Correntropy Matching Pursuit: A novel, robust algorithm for sparse decomposition (author's copy)

Dictionary Learning + Robustness

• Robust Variants of Dictionary Learning Exploiting M-Estimators
  (author's copy)
• A Robust Fully Correntropy–Based Sparse Modeling Alternative to Dictionary Learning (author's copy)
• Robust K-SVD: A Novel Approach for Dictionary Learning (author's copy)
• A robust maximum correntropy criterion for dictionary learning
  (author's copy)

Computational Neuroscience

Neural Decoding (spikes)

• Hippocampal place cell sequences differ during correct and error trials in a spatial memory task (open access)

Brain–Machine Interfaces (BMI/BCI)

• Discrimination of Movement-Related Cortical Potentials Exploiting Unsupervised Learned Representations From ECoGs (open access)
• Sparse Wave Packets Discriminate Motor Tasks in EEG–based BCIs (author's copy)
• The Embedding Transform. A Novel Analysis of Non-Stationarity in the EEG (author's copy)
• A Marked Point Process Framework for Extracellular Electrical Potentials (open access)
• Unsupervised robust detection of behavioral correlates in ECoG
  (author's copy) Student Paper Competition finalist
• Estimation and Modeling of EEG Amplitude-Temporal Characteristics Using a Marked Point Process Approach (author's copy)
• Transient model of EEG using Gini Index-based matching pursuit
  (author's copy)
• Classification of hand movement direction based on EEG high-gamma activity (author's copy)

Sleep spindles (EEG) + Generative models

• The generalized sleep spindles detector: a generative model approach on single-channel EEGs (author's copy)

Modeling + Neural Correlates

• A Marked Point Process Approach For Identifying Neural Correlates of Tics in Tourette Syndrome (author's copy)

Time Series

• Robust Estimation of Shift–Invariant Patterns Exploiting Correntropy (author's copy)
• Hierarchical Linear Dynamical Systems: A new model for clustering of time series (author's copy)