Regularization for Functional MRI Models. - Victor Solo; Patrick L. Purdon; Emery N. Brown; Robert M. Weisskoff (ICIP (1), 1998)

Model Comparison for Functional MRI. - Victor Solo; Patrick L. Purdon; Emery N. Brown; Robert M. Weisskoff (ICIP (2), 1999)

Spatio-temporal signal processing for multisubject functional MRI studies. - Victor Solo; Patrick L. Purdon; Emery N. Brown (ICASSP, 2001)

Locally Regularized Spatiotemporal Modeling and Model Comparison for Functional MRI. - Patrick L. Purdon; Victor Solo; Robert M. Weisskoff; Emery N. Brown (NeuroImage, 2001)

A Signal Estimation Approach to Functional MRI. - Victor Solo; Patrick L. Purdon; Emery N. Brown; Robert M. Weisskoff (IEEE Trans. Medical Imaging, 2001)

Motion and Ballistocardiogram Artifact Removal for Interleaved Recording of EEG and EPs during MRI. - Giorgio Bonmassar; Patrick L. Purdon; Iiro P. Jääskeläinen; Keith Chiappa; Victor Solo; Emery N. Brown; John W. Belliveau (NeuroImage, 2002)

Large Scale Kalman Filtering Solutions to the Electrophysiological Source Localization Problem- A MEG Case Study. - Christopher J. Long; Patrick L. Purdon; Simona Temereanca; Neil U. Desai; Matti S. Hämäläinen; Emery N. Brown (EMBC, 2006)

A dynamic solution to the ill-conditioned magnetoencephalography (MEG) source localization problem. - Christopher J. Long; Neil U. Desai; Matti S. Hämäläinen; Simona Temereanca; Patrick L. Purdon; Emery N. Brown (ISBI, 2006)

EEG/(f)MRI measurements at 7 Tesla using a new EEG cap ("InkCap"). - Christos E. Vasios; Leonardo M. Angelone; Patrick L. Purdon; Jyrki Ahveninen; John W. Belliveau; Giorgio Bonmassar (NeuroImage, 2006)

Strategies for improving the detection of fMRI activation in trigeminal pathways with cardiac gating. - Wei-Ting Zhang; Caterina Mainero; Ashok Kumar; Christopher J. Wiggins; Thomas Benner; Patrick L. Purdon; Divya S. Bolar; Kenneth K. Kwong; A. Gregory Sorensen (NeuroImage, 2006)

Parameter Estimation and Dynamic Source Localization for the Magnetoencephalography (MEG) Inverse Problem. - Camilo Lamus; Christopher J. Long; Matti S. Hämäläinen; Emery N. Brown; Patrick L. Purdon (ISBI, 2007)

Assessment of baroreflex control of heart rate during general anesthesia using a point process method. - Zhe Chen 001; Patrick L. Purdon; Eric T. Pierce; Grace Harrell; Emery N. Brown; Riccardo Barbieri (ICASSP, 2009)

Time-variant fMRI activity in the brainstem and higher structures in response to acupuncture. - Vitaly Napadow; Rupali P. Dhond; Kyungmo Park; Jieun Kim; Nikos Makris; Kenneth K. Kwong; Richard E. Harris; Patrick L. Purdon; Norman Kettner; Kathleen K. S. Hui (NeuroImage, 2009)

A state space approach to multimodal integration of simultaneously recorded EEG and fMRI. - Patrick L. Purdon; Camilo Lamus; Matti S. Hämäläinen; Emery N. Brown (ICASSP, 2010)

Instantaneous assessment of autonomic cardiovascular control during general anesthesia. - Zhe Chen 001; Luca Citi; Patrick L. Purdon; Emery N. Brown; Riccardo Barbieri (EMBC, 2011)

Phase-based measures of cross-frequency coupling in brain electrical dynamics under general anesthesia. - Eran A. Mukamel; Kin Foon Wong; Michael J. Prerau; Emery N. Brown; Patrick L. Purdon (EMBC, 2011)

Robust time-varying multivariate coherence estimation: Application to electroencephalogram recordings during general anesthesia. - Kin Foon Kevin Wong; Eran A. Mukamel; Andres Felipe Salazar; Eric T. Pierce; P. Grace Harrell; John L. Walsh; Aaron L. Sampson; Emery N. Brown; Patrick L. Purdon (EMBC, 2011)

Bayesian analysis of trinomial data in behavioral experiments and its application to human studies of general anesthesia. - Kin Foon Kevin Wong; Anne C. Smith; Eric T. Pierce; P. Grace Harrell; John L. Walsh; Andres Felipe Salazar; Casie L. Tavares; Aylin Cimenser; Michael J. Prerau; Eran A. Mukamel; Aaron L. Sampson; Patrick L. Purdon; et al. (EMBC, 2011)

Monitoring heartbeat nonlinear dynamics during general anesthesia by using the instantaneous dominant Lyapunov exponent. - Luca Citi; Gaetano Valenza; Patrick L. Purdon; Emery N. Brown; Riccardo Barbieri (EMBC, 2012)

A fast iterative greedy algorithm for MEG source localization. - Gabriel Obregon-Henao; Behtash Babadi; Camilo Lamus; Emery N. Brown; Patrick L. Purdon (EMBC, 2012)

A spatially-regularized dynamic source localization algorithm for EEG. - Elvira Pirondini; Behtash Babadi; Camilo Lamus; Emery N. Brown; Patrick L. Purdon (EMBC, 2012)

Beamforming approach to phase-amplitude modulation analysis of multi-channel EEG. - Aaron L. Sampson; Behtash Babadi; Michael J. Prerau; Eran A. Mukamel; Emery N. Brown; Patrick L. Purdon (EMBC, 2012)

Exact and Stable Recovery of Sequences of Signals with Sparse Increments via Differential _1-Minimization. - Demba E. Ba; Behtash Babadi; Patrick L. Purdon; Emery N. Brown (NIPS, 2012)

A spatiotemporal dynamic distributed solution to the MEG inverse problem. - Camilo Lamus; Matti S. Hämäläinen; Simona Temereanca; Emery N. Brown; Patrick L. Purdon (NeuroImage, 2012)

Reference-free harmonic regression technique to remove EEG-fMRI ballistocardiogram artifacts. - Pavitra Krishnaswamy; Giorgio Bonmassar; Patrick L. Purdon; Emery N. Brown (EMBC, 2013)

Tracking non-stationary spectral peak structure in EEG data. - Michael J. Prerau; Patrick L. Purdon; Uri T. Eden (EMBC, 2013)

Neural spike train denoising by point process re-weighted iterative smoothing. - Demba E. Ba; Behtash Babadi; Patrick L. Purdon; Emery N. Brown (ACSSC, 2014)

A Subspace Pursuit-based Iterative Greedy Hierarchical solution to the neuromagnetic inverse problem. - Behtash Babadi; Gabriel Obregon-Henao; Camilo Lamus; Matti S. Hämäläinen; Emery N. Brown; Patrick L. Purdon (NeuroImage, 2014)

Tracking the Sleep Onset Process: An Empirical Model of Behavioral and Physiological Dynamics. - Michael J. Prerau; Katie E. Hartnack; Gabriel Obregon-Henao; Aaron L. Sampson; Margaret Merlino; Karen Gannon; Matt T. Bianchi; Jeffrey M. Ellenbogen; Patrick L. Purdon (PLoS Comput. Biol., 2014)

Convergence and Stability of Iteratively Re-weighted Least Squares Algorithms. - Demba E. Ba; Behtash Babadi; Patrick L. Purdon; Emery N. Brown (IEEE Trans. Signal Process., 2014)

Spatial variation in automated burst suppression detection in pharmacologically induced coma. - Jingzhi An; Durga Jonnalagadda; Valdery Moura Junior; Patrick L. Purdon; Emery N. Brown; M. Brandon Westover (EMBC, 2015)

An enhanced cerebral recovery index for coma prognostication following cardiac arrest. - Mohammad M. Ghassemi; Edilberto Amorim; Sandipan B. Pati; Roger G. Mark; Emery N. Brown; Patrick L. Purdon; M. Brandon Westover (EMBC, 2015)

Clustering analysis to identify distinct spectral components of encephalogram burst suppression in critically ill patients. - David W. Zhou; M. Brandon Westover; Lauren M. McClain; Sunil Belur Nagaraj; Ednan K. Bajwa; Sadeq A. Quraishi; Oluwaseun Akeju; J. Perren Cobb; Patrick L. Purdon (EMBC, 2015)

Personalized Sedation Level Monitoring in ICU Patients Using Heart Rate Variability. - Sunil Belur Nagaraj; Siddharth Biswal; Valdery Moura Junior; Patrick L. Purdon; M. Brandon Westover (CinC, 2016)

Heart rate variability as a biomarker for sedation depth estimation in ICU patients. - Sunil Belur Nagaraj; Sowmya M. Ramaswamy; Siddharth Biswal; Emily J. Boyle; David W. Zhou; Lauren M. McClain; Eric S. Rosenthal; Patrick L. Purdon; M. Brandon Westover (EMBC, 2016)

Reference-free removal of EEG-fMRI ballistocardiogram artifacts with harmonic regression. - Pavitra Krishnaswamy; Giorgio Bonmassar; Catherine Poulsen; Eric T. Pierce; Patrick L. Purdon; Emery N. Brown (NeuroImage, 2016)

Sparse Representation Learning Approach Resolves Deep Sources Underlying MEG and EEG Data. - Pavitra Krishnaswamy; Gabriel Obregon-Henao; Sheraz Khan 002; Behtash Babadi; Eugenio Iglesias; Matti S. Hämäläinen; Patrick L. Purdon (AAAI Spring Symposia, 2017)

Design, implementation, and evaluation of a physiological closed-loop control device for medically-induced coma. - Jingzhi An; Patrick L. Purdon; Ken Solt; Nathaniel M. Sims; Emery N. Brown; M. Brandon Westover (EMBC, 2017)

Sparse spectral estimation from point process observations. - Sina Miran; Patrick L. Purdon; Emery N. Brown; Behtash Babadi (ICASSP, 2017)

Thalamocortical control of propofol phase-amplitude coupling. - Austin E. Soplata; Michelle M. McCarthy; Jason S. Sherfey; Shane Lee; Patrick L. Purdon; Emery N. Brown; Nancy Kopell (PLoS Comput. Biol., 2017)

Robust Estimation of Sparse Narrowband Spectra from Neuronal Spiking Data. - Sina Miran; Patrick L. Purdon; Emery N. Brown; Behtash Babadi (IEEE Trans. Biomed. Eng., 2017)

State Space Oscillator Models for Neural Data Analysis. - Amanda M. Beck; Emily P. Stephen; Patrick L. Purdon (EMBC, 2018)

Brain Monitoring of Sedation in the Intensive Care Unit Using a Recurrent Neural Network. - Haoqi Sun; Sunil Belur Nagaraj; Oluwaseun Akeju; Patrick L. Purdon; M. Brandon Westover (EMBC, 2018)

Electroencephalogram Based Detection of Deep Sedation in ICU Patients Using Atomic Decomposition. - Sunil Belur Nagaraj; Lauren M. McClain; Emily J. Boyle; David W. Zhou; Sowmya M. Ramaswamy; Siddharth Biswal; Oluwaseun Akeju; Patrick L. Purdon; M. Brandon Westover (IEEE Trans. Biomed. Eng., 2018)

Computationally Efficient Algorithms for Sparse, Dynamic Solutions to the EEG Source Localization Problem. - Elvira Pirondini; Behtash Babadi; Gabriel Obregon-Henao; Camilo Lamus; Wasim Q. Malik; Matti S. Hämäläinen; Patrick L. Purdon (IEEE Trans. Biomed. Eng., 2018)

Sparse Multi-task Inverse Covariance Estimation for Connectivity Analysis in EEG Source Space. - Feng Liu 011; Emily P. Stephen; Michael J. Prerau; Patrick L. Purdon (NER, 2019)

Probabilistic Structure Learning for EEG/MEG Source Imaging with Hierarchical Graph Prior. - Feng Liu 011; Li Wang 033; Yifei Lou; Ren-Cang Li; Patrick L. Purdon (CoRR, 2019)

Detecting Loss and Regain of Consciousness during Propofol Anesthesia using Multimodal Indices of Autonomic State. - Sandya Subramanian; Riccardo Barbieri; Patrick L. Purdon; Emery N. Brown (EMBC, 2020)

Elementary integrate-and-fire process underlies pulse amplitudes in Electrodermal activity. - Sandya Subramanian; Patrick L. Purdon; Riccardo Barbieri; Emery N. Brown (PLoS Comput. Biol., 2021)

A Model-Based Framework for Assessing the Physiologic Structure of Electrodermal Activity. - Sandya Subramanian; Patrick L. Purdon; Riccardo Barbieri; Emery N. Brown (IEEE Trans. Biomed. Eng., 2021)

Probabilistic Structure Learning for EEG/MEG Source Imaging With Hierarchical Graph Priors. - Feng Liu 011; Li Wang 033; Yifei Lou; Ren-Cang Li; Patrick L. Purdon (IEEE Trans. Medical Imaging, 2021)

Extracting common oscillatory time-courses from multichannel recordings: Oscillation Component Analysis. - Proloy Das; Patrick L. Purdon (IEEECONF, 2022)

Automatic Segmentation of Sleep Spindles: A Variational Switching State-Space Approach. - Mingjian He; Proloy Das; Gladia Hotan; Patrick L. Purdon (IEEECONF, 2022)

Extended Electrophysiological Source Imaging with Spatial Graph Filters. - Feng Liu 011; Guihong Wan; Yevgeniy R. Semenov; Patrick L. Purdon (MICCAI (1), 2022)

Multilevel State-Space Models Enable High Precision Event Related Potential Analysis. - Proloy Das; Mingjian He; Patrick L. Purdon (ACSSC, 2023)

Delta power during sleep is modulated by EEG-gated auricular vagal afferent nerve stimulation (EAVANS). - Alessandra Anzolin; Proloy Das; Ronald G. García; Andrew Chen; Arvina Grahl; S. Ellis; Patrick L. Purdon; Vitaly Napadow (EMBC, 2023)

Development and prospective validation of postoperative pain prediction from preoperative EHR data using attention-based set embeddings. - Ran Liu; Rodrigo Gutiérrez; Rory V. Mather; Tom A. D. Stone; Laura A. Santa Cruz Mercado; Kishore Bharadwaj; Jasmine Johnson; Proloy Das; Gustavo Balanza; Ekenedilichukwu Uwanaka; Justin Sydloski; Andrew Chen; et al. (npj Digit. Medicine, 2023)

Switching state-space modeling of neural signal dynamics. - Mingjian He; Proloy Das; Gladia Hotan; Patrick L. Purdon (PLoS Comput. Biol., 2023)

Simultaneous Localization of Multiple Oscillations Using Dynamic Solutions to the Inverse Problem in E/MEG Source Analysis. - Mingjian He; Proloy Das; Amanda M. Beck; Gladia Hotan; Patrick L. Purdon (IEEECONF, 2024)