Nonlinear Data and Signal Analysis with Diffusion Operators (DIFFOP)
O. Katz, R. R. Lederman, and R. Talmon,
Spectral Flow on the Manifold of SPD Matrices for Multimodal Data Processing arxiv
Y.-W. E. Lin, T. Shnitzer, R. Talmon, F. Villarroel-Espindola, S. Desai, K. Schalper, and Y. Kluger,
Graph of graphs analysis for multiplexed data with application to imaging mass cytometry, PLoS computational biology, Vol. 17, No. 3, e1008741, 2021
O. Yair, A. Lahav, and R. Talmon,
Symmetric Positive Semi-definite Riemannian Geometry with Application to Domain Adaptation, submitted. arxiv
F. Dietrich, O. Yair, R. Mulayoff, R. Talmon, and I. G. Kevrekidis,
Spectral Discovery of Jointly Smooth Features for Multimodal Data, accepted for publication in SIAM Journal on Mathematics of Data Science arxiv
O. Yair, F. Dietrich, I. G. Kevrekidis, and R. Talmon,
Domain Adaptation with Optimal Transport on the Manifold of SPD matrices, submitted. arxiv
Riemannian Geometry
O. Katz, R. R. Lederman, and R. Talmon,
Spectral Flow on the Manifold of SPD Matrices for Multimodal Data Processing arxiv
O. Yair, A. Lahav, and R. Talmon,
Symmetric Positive Semi-definite Riemannian Geometry with Application to Domain Adaptation, submitted. arxiv
O. Yair, F. Dietrich, I. G. Kevrekidis, and R. Talmon,
Domain Adaptation with Optimal Transport on the Manifold of SPD matrices, submitted. arxiv
Audio and Acoustic Signal Processing
B. Laufer-Goldstein, R. Talmon, S. Gannot,
A Hybrid Approach for Speaker Tracking based on TDOA and Data-Driven Models, IEEE/ACM Trans. Audio, Speech, Lang. Proces., Vol. 26, No. 4, pp. 725-735, 2018
B. Laufer-Goldstein, R. Talmon, S. Gannot,
Semi-supervised source localization on multiple-manifolds with distributed microphones, IEEE/ACM Trans. Audio, Speech, Lang. Proces., Vol. 25, No. 7, pp. 1477-1491, Jul. 2017
Intrinsic Representations
Y.-W. E. Lin, T. Shnitzer, R. Talmon, F. Villarroel-Espindola, S. Desai, K. Schalper, and Y. Kluger,
Graph of graphs analysis for multiplexed data with application to imaging mass cytometry, PLoS computational biology, Vol. 17, No. 3, e1008741, 2021
S. Levy, M. Lavzin, H. Benisty, A. Ghanayim, U. Dubin, S. Achvat, Z. Brosh, F. Aeed, B. D. Mensh, Y. Schiller., R. Meir, O. Barak, R. Talmon, A. W. Hantman, and J. Schiller,
Cell-type specific outcome representation in primary motor cortex, Neuron, 2020
F. P. Kemeth, S. W. Haugland, F. Dietrich, T. Bertalan, Q. Li, E. M. Bollt, R. Talmon, K. Krischer, and I. G. Kevrekidis,
An Emergent Space for Distributed Data With Hidden Internal Order Through Manifold Learning, IEEE Access, Vol. 6, pp. 77402-77413, 2018
G. Mishne, R. Talmon, R. Meir, J. Schiller, U. Dubin, R. R. Coifman,
Hierarchical Coupled-Geometry Analysis for Neuronal Structure and Activity Pattern Discovery, IEEE Journal of Selected Topics in Signal Processing, Vol. 10, No. 7, pp. 1238-1253, Oct. 2016
C. J. Dsilva, R. Talmon, N. Rabin, R. R. Coifman, and I. G. Kevrekidis,
Nonlinear Intrinsic Variables and State Reconstruction in Multiscale Simulations, The Journal of Chemical Physics, Vol. 139, Issue 18, pp. 184109, Oct. 2013
Multimodal Data Analysis and Fusion
O. Katz, R. R. Lederman, and R. Talmon,
Spectral Flow on the Manifold of SPD Matrices for Multimodal Data Processing arxiv
F. Dietrich, O. Yair, R. Mulayoff, R. Talmon, and I. G. Kevrekidis,
Spectral Discovery of Jointly Smooth Features for Multimodal Data, accepted for publication in SIAM Journal on Mathematics of Data Science arxiv
B. Laufer-Goldstein, R. Talmon, S. Gannot,
Semi-supervised source localization on multiple-manifolds with distributed microphones, IEEE/ACM Trans. Audio, Speech, Lang. Proces., Vol. 25, No. 7, pp. 1477-1491, Jul. 2017
Data-driven Dynamical Systems Analysis
D. W. Sroczynski, O. Yair, R. Talmon, and I. G. Kevrekidis,
Data-driven Evolution Equation Reconstruction for Parameter-Dependent Nonlinear Dynamical Systems, Israel Journal of Chemistry, Vol. 58, No. 6-7, Special Issue: Nonlinear Dynamics in Chemical Reaction Engineering, pp. 787-794, 2018
F. P. Kemeth, S. W. Haugland, F. Dietrich, T. Bertalan, Q. Li, E. M. Bollt, R. Talmon, K. Krischer, and I. G. Kevrekidis,
An Emergent Space for Distributed Data With Hidden Internal Order Through Manifold Learning, IEEE Access, Vol. 6, pp. 77402-77413, 2018
G. Mishne, R. Talmon, R. Meir, J. Schiller, U. Dubin, R. R. Coifman,
Hierarchical Coupled-Geometry Analysis for Neuronal Structure and Activity Pattern Discovery, IEEE Journal of Selected Topics in Signal Processing, Vol. 10, No. 7, pp. 1238-1253, Oct. 2016
C. J. Dsilva, R. Talmon, C. W. Gear, R. R. Coifman, and I. G. Kevrekidis,
Data-Driven Reduction for a Class of Multiscale Fast-Slow Stochastic Dynamical Systems, SIAM Journal on Applied Dynamical Systems, Vol. 15, No. 3, pp. 1327-1351, 2016
Transports on Manifolds
O. Yair, A. Lahav, and R. Talmon,
Symmetric Positive Semi-definite Riemannian Geometry with Application to Domain Adaptation, submitted. arxiv
O. Yair, F. Dietrich, I. G. Kevrekidis, and R. Talmon,
Domain Adaptation with Optimal Transport on the Manifold of SPD matrices, submitted. arxiv
Other
A. Shemesh, R. Talmon, O. Karp, I. Amir, M. Bar, and Y. J. Grobman,
Affective response to architecture – investigating human reaction to spaces with different geometry, Architectural Science Review, Vol. 60, No. 2, pp. 116-125, 2017
E. Bronstein, L. Z. Toth, L. Daroczi, D. L. Beke, R. Talmon, and D. Shilo,
Tracking twin boundary jerky motion at nanometer and microsecond scales," Advanced Functional Materials, Advanced Functional Materials, 2106573, 2021