Research Interests
Biomedical Signal Processing, Brain Source Localization, Computational Neuroscience, Brain Computer Interface (BCI), Machine Learning & Deep Learning
BioSketch
Research
[C8] Localization of Brain Signals by Signal Subspace Matching
2025
L. Hecker, A. Adler, D. Pantazis, M. Wax, and A. Giri | IEEE International Symposium on Biomedical Imaging
Journal: IEEE ISBI , pp. 1-5, Houston, Texas, USA
[J10] Machine learning and explainable-AI based prediction of gate-all-around ferroelectric-FET : how ML models influence XAI
2025
S. Yadav, N. Giri, A. Maurya, B. K. Kaushik and A. Giri | IOP Publishing Journal
Journal: Physics Scripta Volumes: 100, no. 5 (2025) : 056006 ,
[J9] Energy-Efficient Hybrid STT-MTJ/CMOS Circuit for Machine Learning-Assisted Neuromorphic Computing Applications
2025
S. Yadav, B. K. Kaushik and A. Giri | IEEE
Journal: IEEE Canadian Journal of Electrical and Computer Engineering Volumes: 48, no. 3, pp. 184-191 ,
[J8] Flexible Alternating Projection for Spatially Extended Brain Source Localization
2024
L. Hecker, A. Giri, D. Pantazis and A. Adler | IEEE
Journal: IEEE Transactions on Biomedical Engineering Volumes: 72, no. 4, pp. 1486-1497 ,
[C7] EEG Source Imaging Enhances Motor Imagery Classification
2024
A. Soler, V. Naas, A. Giri and M. Molinas | 32th European Symposium on Artificial Neural Networks
Journal: ESANN, pp. 1-5, Bruges, Belgium
[C6] Localization of Spatially Extended Brain Sources by Flexible Alternating Projection (FLEX-AP)
2024
L. Hecker, A. Giri, D. Pantazis and A. Adler | IEEE International Symposium on Biomedical Imaging
Journal: IEEE ISBI , pp. 1-5, Athens, Greece
[J7] An F-ratio-based method for estimating the number of active sources in MEG
2023
A. Giri, J. C. Mosher, A. Adler and D. Pantazis | Frontiers Media SA
Journal: Frontiers in Human Neuroscience Volumes: 17, p.1235192. ,
[C5] Estimating the Number of Active Sources in MEG based on an F-Ratio Method
2023
A. Giri, J. C. Mosher, A. Adler and D. Pantazis | 16th International Conference on Brain Informatics
Journal: BI, New York, USA
[J6] Anatomical Harmonics Basis based Brain Source Localization with Application to Epilepsy
2022
A. Giri, L. Kumar, N. Kurwale and T. Gandhi, | Nature
Journal: Scientific Reports Volumes: 12 (1), 2022, 11240. ,
[J5] Adaptive area-preserving parameterization of open and closed anatomical surfaces
2022
G. P. T. Choi, A. Giri and L. Kumar | Elsevier
Journal: Computers in Biology and Medicine Volumes: 148, 2022, 105715. ,
[J4] Source Aware Deep Learning Framework for Hand Kinematic Reconstruction using EEG Signal
2022
S. Pancholi, A. Giri, A. Jain, L. Kumar and S. Roy | IEEE
Journal: IEEE Transactions on Cybernetics Volumes: 53, no. 7, 2022, pp. 4094-4106. ,
[J3] Cortical Source Domain Based Framework For Enhanced Brain Computer Interface Applications
2021
A. Giri, L. Kumar and T. Gandhi | IEEE
Journal: IEEE Sensors Letters Volumes: 5, No. 12, 2021. ,
[J2] Brain Source Localization in Head Harmonics Domain
2020
A. Giri, L. Kumar and T. Gandhi | IEEE
Journal: IEEE Transactions on Instrumentation and Measurement Volumes: 70, pp. 1-10, 2020. ,
[C4] Robust EEG Source Localization Using Subspace Principal Vector Projection Technique
2020
A. Giri, L. Kumar and T. Gandhi | 28th European Signal Processing Conference
Journal: IEEE EUSIPCO, pp. 1075-1079, Amsterdam, Netherlands
[J1] Open and Closed Anatomical Surface Description via Hemispherical Area-Preserving Map
2020
A. Giri, G.P.T. Choi and L. Kumar | Elsevier
Journal: Signal Processing Volumes: 180, 107867, 2020. ,
[C3] Head Harmonics based EEG Dipole Source Localization
2019
A. Giri, L. Kumar and T. Gandhi | 53rd Asilomar Conference on Signals, Systems and Computers
Journal: IEEE ACSSC , pp. 2149-2153, Pacific Grove, CA, USA
[C2] EEG Dipole Source Localization in Hemispherical Harmonics Domain
2018
A. Giri, L. Kumar and T. Gandhi | Asia-Pacific Signal and Information Processing Association Annual Summit and Conference
Journal: IEEE, APSIPA ASC, Honolulu, HI, USA
[C1] Hemispherical Harmonics based Brain Source Localization
2018
S.K. Wupadrasta, A. Giri, L. Kumar and T. Gandhi | Organization for Human Brain Mapping
Journal: OHBM, Singapore
Honors And Awards
Students
