Book Chapter:

Y. Shahriari*, W. Besio, S. I. Hosni, A. Zisk, S. B. Borgheai, R. J. Deligani, J. McLinden. Electroencephalography. Springer Nature Book of Neural Interface Engineering: Linking the Physical World and the Nervous System; 2020 (pp 1-16) (*correspondence author).

Journal:

Under Review

P. Pandey,  J. McLinden, N. Rahimi, C. Kumar, M. Shao, S. Ostadabbas, K.M. Spencer, Y. Shahriari. fNIRSNET: A Multi-view Spatio-Temporal Convolutional Neural Network Fusion for fNIRS-based Auditory Event Classification. Under review by Engineering Applications of Artifical Intelligence.

C. Kumar, N. Rahimi, J. McLinden, S. Hosni, B. Borgheai, Y. Shahriari, M. Shao. Topology-aware Multimodal Fusion for Neural Dynamics Representation Learning and Classification. Under review by IEEE Sensors.

Published/Accepted

B. Borgheai, A. H. Zisk, J. McLinden,Y. Shahriari*. Multimodal Pre-screening Can Predict BCI Performance Variability: A Novel Subject-specific Experimental Scheme”. Computers in biology and Medicine Journal (*correspondence author). [IF: 7.7]

J. McLinden, N. Rahimi, C. Kumar,  D.J. Krusienski, M. Shao, K. M. Spencer, Y. Shahriari*. Investigation of electro-vascular phase-amplitude coupling during an auditory task. Computers in biology and Medicine Journal (*correspondence author). [IF: 7.7]

J. McLinden, B. Borgheai, S. Hosni, C. Kumar, N. Rahimi, M. Shao, K. M. Spencer, Y. Shahriari*. Individual-Specific Characterization of Event-Related Hemodynamic Responses during an Auditory Task: An Exploratory Study. Journal of Behavioral Brain Research (*correspondence author). [IF: 3.35]

S. Zhu, S. Hosni, X. Huang, M. Wan, B. Borgheai, J. McLinden,Y. Shahriari, S. Ostadabbas. A dynamical graph-based feature extraction approach to enhance mental task classification in brain–computer interfaces. Computers in biology and Medicine Journal. [IF: 7.7]

S. I. Hosni, B. Borgheai, J. McLinden, S. Zhu, X. Huang, S. Ostadabbas, Y. Shahriari*. A Graph-Based Nonlinear Dynamic Characterization of Motor Imagery Toward an Enhanced Hybrid BCI. Neuroinformatics Journal (*correspondence author). [IF: 2.86]

A. H. Zisk, B. Borgheai, J. McLinden, R. Jafari, Y. Shahriari*. Improving longitudinal P300-BCI performance for people with ALS using a data augmentation and jitter correction approach. Brain-Computer Interfaces Journal, 2021; (18 pp) (*correspondence author). [IF: 2.11]

R. J. Deligani, B. Borgheai, J. McLinden, Y. Shahriari*. Multimodal fusion of EEG-fNIRS: A mutual information-based hybrid classification framework. Journal of Biomedical Optics Express, 2021; 12(3) (16 pp) (*correspondence author). [IF: 3.73]

J. McLinden, R. J. Deligani, M. R. Abtahi, U. Akbar, K. Mankodiya, Y. Shahriari*. Disruptions of Cortico-Kinematic Interactions in Parkinson’s Disease. Journal of Behavioral Brain Research, 2021; 404:113153 (9 pp) (*correspondence author). [IF: 3.35] (*correspondence author).

B. Borgheai, J. McLinden, K. Mankodiya, Y. Shahriari*. Frontal Functional Network Disruptions Associated with Amyotrophic Lateral Sclerosis: An fNIRS-based Minimum Spanning Tree Analysis. Frontiers in neuroscience, 2020; 14:1376 (17 pp) (*correspondence author). [IF: 5.15]

S. M. Hosni, S. B. Borgheai, J. McLinden, Y. Shahriari*. An fNIRS-Based Motor Imagery BCI for ALS: A Subject-Specific Data-Driven Approach. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2020, 8(12): 3063-3073 (*correspondence author). [IF: 4.52]

A. H. Zisk, S. B. Borgheai, J. McLinden, S. I. Hosni, R. J. Deligani, Y. Shahriari*. Latency Jitter and its Correlates in People with Amyotrophic Lateral Sclerosis. Clinical Neurophysiology Journal, 2020, 132(2) (11 pp) (*correspondence author). [IF: 4.86] 

R. J. Deligani, S. I. Hosni, S. B. Borgheai, J. McLinden, A. H. Zisk, K. Mankodiya, Y. Shahriari*. Electrical and Hemodynamic Neural Functions in People with ALS: An EEG-fNIRS Resting-State Study. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2020, 28(12) (11 pp) (*correspondence author). [IF: 4.52]

S. B. Borgheai, S. I. Hosni, R. J. Deligani, A. Zisk, J. McLinden, M. Abtahi, K. Mankodiya, Y. Shahriari*. Enhancing Communication for People in Late-Stage ALS Using an fNIRS-Based BCI System. IEEE Transactions on Neural Systems and Rehabilitation Engineering; 2020; 28(5) (10 pp) (*correspondence author). [IF: 4.52]

M. Abtahi, S. B. Borgheai, R. J. Deligani, N. Constant, R. Diouf, Y. Shahriari, K. Mankodiya. Merging fNIRS-EEG Brain Monitoring and Body Motion Capture to Distinguish Parkinson’s Disease. IEEE Transactions on Neural Systems and Rehabilitation Engineering; 2020; doi: 10.1109/TNSRE.2020.2987888 (9 pp). [IF: 4.52]

B. Borgheai֍, R. J. Deligani֍, J. McLinden, A. Zisk, S. I. Hosni, M. Abtahi, K. Mankodiya, Y. Shahriari*. Multimodal Exploration of Non-motor Neural Functions in ALS Patients Using Simultaneous EEG-fNIRS Recording. Journal of Neural Engineering; 2019; 16:066036 (15 pp) (֍co-first authors, *correspondence author). [IF: 5.04]

S. I. Hosni, R. J. Deligani, A. Zisk, J. McLinden, S. B. Borgheai, Y. Shahriari*.  An Exploration of Neural Dynamics of Motor Imagery for People with Amyotrophic Lateral Sclerosis. Journal of Neural Engineering; 2019; 17:016005 (15 pp) (*correspondence author). [IF: 5.04]

Y. Shahriari, T. M. Vaughan, L. M. McCane, B. Z. Allison, J. R. Wolpaw, D. J. Krusienski. An Exploration of BCI Performance Variations in People with Amyotrophic Lateral Sclerosis using Longitudinal EEG Data. Journal of Neural Engineering, 2019; 16: 056031 (9 pp). [IF: 5.04]

 M. Malekmohammadi*, Y. Shahriari*, N. AuYong, A. O’Keeffe, Y. Bordelon, X. Hu, N. Pouratian. Pallidal stimulation in Parkinson disease differentially modulates local and network β activity. Journal of Neural Engineering, 2018; 15(5): 056016 (12 pp) (*co-first authors). [IF: 5.04]

Y. Shahriari, R. Fidler, M. M. Pelter, Y. Bai, A. Villaroman, X. Hu. Electrocardiogram Signal Quality Assessment Based on Structural Image Similarity Metric. IEEE Transactions on Biomedical Engineering, 2017; 65(4): 745-753. [IF: 4.42]

Bai, D. Do, Q. Ding, J. A. Palacios, Y. Shahriari, M. M. Pelter, N. Boyle, R. Fidler, X. Hu. Is the Sequence of SuperAlarm Triggers More Predictive Than Sequence of the Currently Utilized Patient Monitor Alarms? IEEE Transactions on Biomedical Engineering, 2016; 64(5):1023-1032. [IF: 4.42]

Y. Shahriari, D. J. Krusienski, Y. S. Dadi, M. Seo, H. S. Shin, J. H. Choi. Impaired Auditory Evoked Potentials and Oscillations in Frontal and Auditory Cortex of A Schizophrenia Mouse Model. The World Journal of Biological Psychiatry, 2016; 17(6): 439-448. [IF: 4.13]

Y. Shahriari, A. Erfanian. Improving the Performance of P300-based Brain-Computer Interface Through Subspace-based Filtering. Neurocomputing journal, 2013; 121:434-441. [IF: 5.7]

Conference:

J. McLinden, D.E. Gemoets, D. Hahn, J. Brangaccio, Y. Shahriari, J.R. Wolpaw, J.J.S. Norton. Automating feedback in H-reflex operant conditioning studies: Feasibility and first steps. 11th International IEEE EMBS Conference on Neural Engineering, 2023.

J. McLinden, S.B. Borgheai, C. Kumar, N. Rahimi, M. Shao, K.M. Spencer, Y. Shahriari. Phase-amplitude coupling between EEG cortical oscillations and respiration: An exploratory study. 11th International IEEE EMBS Conference on Neural Engineering, 2023.

J. McLinden, C. Kumar, N. Rahimi, M. Shao, K.M. Spencer, Y. Shahriari. Electrovascular phase-amplitude coupling during an auditory task. 10th International Brain-Computer Interface Meeting, 2023.

S.I. Hosni , J. McLinden, S.B. Borgheai, S. Zhu, S. Ostadabbas, Y. Shahriari. Graph-based modeling of EEG: insights on neural data analytics for BCI applications.10th International Brain-Computer Interface Meeting, 2023.

C. Kumar, J.P. Donohue, R. Gonjari, N. Rahimi, J. McLinden, Y. Shahriari, M. Shao. Adversary on Multimodal BCI-based Classification. 11th International IEEE EMBS Conference on Neural Engineering, 2023.

J. McIntyre, J. McLinden, S.B. Borgheai, Y. Shahriari. Exploratory fNIRS Assessment of Cortical Activation during a Novel Virtual Reality Object Orientation Memory Task. 11th International IEEE EMBS Conference on Neural Engineering, 2023.

B. Borgheai, A. Zisk, J. McLinden, J. Mcintyre, Y. Shahriari. Identifying Cognitive Factors Contributing to BCI Performance Variability: A multimodal Study. Society for Neuroscience, 2022.

S. I Hosni, S. B. Borgheai, J. McLinden, S. Zhu, S. Ostadabbas, Y. Shahriari. A Graph- based dynamical characterization and inference in hybrid BCIs. Asilomar Conference on Signals, Systems, and Computers, 2021.

S. I Hosni, J. McLinden, S. B. Borgheai, S. Zhu, S. Ostadabbas, Y. Shahriari, Graph- based Recurrence Quantification Analysis of EEG Spectral Dynamics for Motor Imagery- based BCIs. 43rd Annual International Conference of the IEEE/EMBC Conference, 2021.

S. Zhu, S., S. I Hosni, J. McLinden, S. B. Borgheai, Y. Shahriari, S. Ostadabbas. A Graph-based Feature Extraction Algorithm Towards a Robust Data Fusion Framework for Brain-Computer Interfaces. 43rd Annual International Conference of the IEEE/EMBC Conference, 2021.

B. Borgheai, R. J. Deligani, J. McLinden, M. Abtahi, S. Ostadabbas, K. Mankodiya, Y. Shahriari. Multimodal Evaluation of Mental Workload using a Hybrid EEG-fNIRS Brain-Computer Interface System. 9^th International IEEE/EMBS Conference on Neural Engineering, 2019; 973-976.

R. J. Deligani, S. I. Hosni, T. M. Vaughan, L. M. McCane, D. J. Zeitlin, D. J. McFarland, D. J. Krusienski, Y. Shahriari. Neural Alterations during Use of a P300-based BCI by Individuals with Amyotrophic Lateral Sclerosis. 9^th International IEEE/EMBS Conference on Neural Engineering, 2019; 899-902.

B. Borgheai, M. Abtahi, K. Mankodiya, J. McLinden, Y. Shahriari. Towards a Single Trial fNIRS-based Brain-Computer Interface for Communication. 9^th International IEEE/EMBS Conference on Neural Engineering, 2019; 1030-1033.

M. Abtahi, Y. Shahriari, M. J. Saikia, G. Cay, U. Akbar, K. Mankodiya. EEG-fNIRS Combined Neuroimaging Study on PD Patients Performing UPDRS Motor Tasks. Neurology 92, P5. 8-020.

N. Constant, U. Akbar, M. Abtahi, J. Gillinsky, Y. Shahriari, K. Mankodiya. E-textile Glove Monitoring Finger and Hand Motion. 16th International Conference on Wearable and Implantable Body Sensor Networks (BSN), 2019.

R. J. Deligani, C. S. Carmack, S.M. Heckman, L. M. McCane, D. J. McFarland, T. M. Vaughan, J. R. Wolpaw, D. J. Zeitlin, D. J. Krusienski, Y. Shahriari. Alterations in Connectivity During Use of a P300-based BCI by Individuals With Amyotrophic Lateral Sclerosis. 7^th Brain-Computer Interface Meeting, 2018.

B. Borgheai, M. Abtahi, K. Mankodiya, Y. Shahriari. Towards a Single Trial  fNIRS-based Brain-Computer Interface for Communication. 7^th Brain-Computer Interface Meeting, 2018.

S. I. Hosni, W. Besio, Y. Shahriari. A Comparison Between Spatial Filtering Techniques Based on Conventional Methods and Tripolar Concentric Ring Electrodes. 7^th Brain-Computer Interface Meeting, 2018.

Y. Shahriari, M. Malekmohammadi, A. O’Keeffe, X. Hu, N. Pouratian. Beta Oscillations during Pallidal Deep Brain Stimulation in Parkinson’s Disease. Congress of Neurological Surgeons, 2017.

Y. Shahriari, M. Malekmohammadi, A. O’Keeffe, X. Hu, N. Pouratian. Global and Local Oscillatory Changes Associated with Pallidal Deep Brain Stimulation in Parkinson Disease. Society for Neuroscience, 2017.

S. M. Heckman, Y. Shahriari, T. M. Vaughan, D. M. Zeitlin, L. M. McCane, C. S. Carmack, J. R. Wolpaw, B. Z. Allison, D.J. Krusienski. Longitudinal EEG Correlates of BCI Performance Variations in People with Amyotrophic Lateral Sclerosis. Society for Neuroscience, 2017.

N. Pouratian, M. Malekmohammadi, Y. Shahriari, N. A. Young, X. Hu. Motor cortex Pllidocortical Desynchronization as Therapeutic Mechanisms of Pallidal Deep Brain Stimulation. The American Academy of Neurological Surgery, 2017.

Y. Shahriari, A. O’Keeffe, M. Malekmohammadi, X. Hu, N. Pouratian. The Effect of Deep Brain Stimulation on Pallido-Cortical Coherency Pattern of Parkinson’s Disease. 6^th Brain-Computer Interface Meeting, 2016.

Y. Shahriari, D. J. Krusienski, J. H. Choi. Frontal-Temporal Connectivity Dysfunction in a Mouse Model of Schizophrenia. 6^th Brain-Computer Interface Meeting, 2016.

Y. Shahriari, Q. Ding, R. Fidler, et al. Perceptual Image Processing Based ECG Quality Assessment. Journal of Electrocardiology, 2016; 49(6):937.

Y. Shahriari Y, Q. Ding, R. Fidler, et al. 129: Poor ECG Signal Quality Associated with False Arrhythmia Alarms. Critical Care Medicine, 2015; 43(12):33-34.

Y. Shahriari, E. W. Sellers, L. M. McCane, T. M. Vaughan, D. J. Krusienski. Directional brain functional interaction analysis in patients with amyotrophic lateral sclerosis. 7th International IEEE/EMBS Conference on Neural Engineering, 2015; DOI: 10.1109/NER; 972-975.

Y. Shahriari, S. Macdonald, Y. Surekha, J. H. Choi, D. J. Krusienski. Using Auditory Steady State Responses to Characterize Neural Connectivity in Mice Models of Schizophrenia. Society for Neuroscience, 2014.

Y. Shahriari, T. M. Vaughan, D. E. Corda, D. Zeltin, J. R. Wolpaw, D. J. Krusienski. EEG Correlates of Performance During Long-Term Use of a P300 BCI by Individuals with Amyotrophic Lateral Sclerosis. Proceedings of 5^th Brain-Computer Interface Meeting: Define the Future, 2013; DOI: 10.3217/978-3-85125-260-6-29.

Y. Shahriari, A. Erfanian. A mutual information based channel selection scheme for P300-based brain computer interface. In Neural Engineering (NER), 2011 5th International IEEE/EMBS Conference, 2011; 434-437.

Y. Shahriari, A. Erfanian. An Improved P300 Based Brain – Computer Interface: Feature Selection Based Mutual Information. 18th International Conference on Biomedical Engineering, ICBME, 2011.