Jamie A. O’Reilly

Blind source separation of event-related potentials using a recurrent neural network

This paper develops a recurrent neural network for blind source separation of ERP difference waveforms, showing improved separation compared to ICA.

Localized estimation of event-related neural source activity from simultaneous MEG-EEG with a recurrent neural network

This paper introduces a recurrent neural network for estimating neural sources from MEG-EEG data, showing improved performance over traditional methods.

Localized estimation of electromagnetic sources underlying event-related fields using recurrent neural networks

This paper uses a recurrent neural network to reconstruct neural activity from MEG data, showing improved signal quality compared to existing methods.

Neural correlates of face perception modeled with a convolutional recurrent neural network

The paper develops a convolutional recurrent neural network to model ERP responses to faces and validates it with open-access and validation data.

Recurrent neural network model of human event-related potentials in response to intensity oddball stimulation

The paper uses a hierarchical RNN to model ERP responses to intensity oddball stimuli, revealing differences in hidden unit amplitudes across latency ranges and MMN polarity changes with stimulus intensity.

Modelling mouse auditory response dynamics along a continuum of consciousness using a deep recurrent neural network

This paper models auditory response dynamics in mice during consciousness transitions using a deep RNN, showing sigmoidal and linear changes in ERP peak amplitudes.

Decoding violated sensory expectations from the auditory cortex of anaesthetized mice: Hierarchical recurrent neural network depicts separate 'danger' and 'safety' units

The paper uses hierarchical RNNs to analyze auditory cortex responses in anaesthetized mice, identifying distinct 'danger' and 'safety' neural units during sound stimulation.

More evidence for a long-latency mismatch response in urethane-anaesthetised mice

The paper demonstrates that oddball stimuli evoke long-latency potentials in urethane-anaesthetised mice, distinct from standard stimuli, using a double-epoch subtraction technique.

Classical and controlled auditory mismatch responses to multiple physical deviances in anaesthetised and conscious mice

The paper examines auditory mismatch responses in anaesthetised and conscious mice, finding that stimulus properties affect response morphology but not supporting deviance-detection or adaptation hypotheses.