Data Processing of Functional Optical Microscopy for Neuroscience
H. Benisty, A. Song, G. and A. S. Charles
[arXiv]
Rapid fluctuations in functional connectivity of cortical networks encode spontaneous behavior
H. Benisty, A. H. Moberly, S. Lohani, D. Barson, R. R.
Coifman, G. Mishne, J. A. Cardin and M. J. Higley,
[bioRxiv]
Provable Robustness by Geometric Regularization of ReLU Networks
C. Holtz, C. Shi and G. Mishne
Automated cellular structure extraction in biological images with applications to calcium imaging data
G. Mishne, R. R. Coifman, M. Lavzin and J. Schiller [bioRxiv]
Multiscale Anomaly Detection Using Diffusion Maps
G. Mishne and I. Cohen
Special Issue of IEEE Journal of Selected Topics in Signal Processing on Anomalous Pattern Discovery for Spatial, Temporal, Networked, and High-Dimensional Signals, Vol. 7, Number 1, Feb. 2013, pp. 111-123.
[code]
Hierarchical nonlinear embedding reveals brain states and performance differences during working memory tasks
S. Gao, G. Mishne, D. Scheinost
Conference on Cognitive Computational Neuroscience, CCN-2018, Philadelphia, PA, September 2018.
LDLE: Low Distortion Local Eigenmaps
D. Kohli, A. Cloninger and G. Mishne
ICLR 2021 Workshop ICLR Geometrical and Topological Representation Learning
Multi-session Alignment for Longitudinal Calcium Imaging
S. Yadav, R. Hattori, E-J. Hwang, A. Ramot, A. Wu, T. Komiyama and G. Mishne,
accepted to Computational and Systems Neuroscience (COSYNE) 2021
Embedding Disentangled Dynamics from Behavioral Videos
C. Shi, S. Levy, M. Lavzin, J. Schiller and G. Mishne,
accepted to Computational and Systems Neuroscience (COSYNE) 2021
The PHATE of learning networks
S. Gigante, A. Charles, S. Krishnaswamy and G. Mishne
Computational and Systems Neuroscience (COSYNE) 2020
Hierarchical Tensor Partitioning and Tiling for Learning Coupled Multiscale Neuronal Dynamics
G. Mishne, H. Benisty, M. Lavzin, S. Levy, R. Talmon, R. Meir, J. Schiller and R. Coifman,
Computational and Systems Neuroscience (COSYNE) 2020
Spatially-filtered temporal dictionary learning for calcium imaging analysis
G. Mishne, N. Cermak, J. Schiller and A. S. Charles
SPARS 2019
Graph-filtered temporal dictionary learning for calcium imaging analysis
G. Mishne, B. Scott, S. Thiberge, N. Cermak, J. Schiller, C. Brody, D. W. Tank, and A. S. Charles
Oral presentation at Annual Computational Neuroscience Meeting (CNS*2019)
Temporal dictionary learning for calcium imaging analysis
G. Mishne, B. Scott, S. Thiberge, N. Cermak, J. Schiller, C. Brody, D. W. Tank, and A. S. Charles
Computational and Systems Neuroscience (COSYNE) 2019
Local diffusion geometry for automated cellular structure extraction in calcium imaging data
G. Mishne, R. R. Coifma, M. Lavzin and J. Schiller
Computational and Systems Neuroscience (COSYNE) 2018