| Online adversarial purification based on self-supervised learning C Shi, C Holtz, G Mishne International Conference on Learning Representations, 2021 | 151* | 2021 |
| Uniform Manifold Approximation and Projection (UMAP) Reveals Composite Patterns and Resolves Visualization Artifacts in Microbiome Data G Armstrong, C Martino, G Rahman, A Gonzalez, Y Vázquez-Baeza, ... mSystems 6 (5), e00691-21, 2021 | 89 | 2021 |
| Diffusion Nets G Mishne, U Shaham, A Cloninger, I Cohen Applied and Computational Harmonic Analysis, 2017 | 83 | 2017 |
| Applications and comparison of dimensionality reduction methods for microbiome data GW Armstrong, G Rahman, C Martino, D Mcdonald, A Gonzalez, ... Frontiers in Bioinformatics, 18, 2022 | 79 | 2022 |
| Nonlinear manifold learning in functional magnetic resonance imaging uncovers a low-dimensional space of brain dynamics. S Gao, G Mishne, D Scheinost Human brain mapping, 2021 | 79* | 2021 |
| Multiscale anomaly detection using diffusion maps G Mishne, I Cohen IEEE Journal of selected topics in signal processing 7 (1), 111-123, 2012 | 70 | 2012 |
| Rapid fluctuations in functional connectivity of cortical networks encode spontaneous behavior H Benisty, D Barson, AH Moberly, S Lohani, L Tang, RR Coifman, ... Nature Neuroscience, 1-11, 2023 | 68 | 2023 |
| Hierarchical Coupled-Geometry Analysis for Neuronal Structure and Activity Pattern Discovery G Mishne, R Talmon, R Meir, J Schiller, M Lavzin, U Dubin, RR Coifman IEEE Journal of Selected Topics in Signal Processing 10 (7), 1238-1253, 2016 | 63 | 2016 |
| The numerical stability of hyperbolic representation learning G Mishne, Z Wan, Y Wang, S Yang International Conference on Machine Learning, 24925-24949, 2023 | 56 | 2023 |
| Graph-based supervised automatic target detection G Mishne, R Talmon, I Cohen IEEE Transactions on Geoscience and Remote Sensing 53 (5), 2738-2754, 2014 | 44 | 2014 |
| Visualizing the PHATE of Neural Networks S Gigante, AS Charles, S Krishnaswamy, G Mishne Advances in Neural Information Processing Systems, 1842-1853, 2019 | 41 | 2019 |
| Long-wavelength traveling waves of vasomotion modulate the perfusion of cortex T Broggini, J Duckworth, X Ji, R Liu, X Xia, P Mächler, I Shaked, ... Neuron 112 (14), 2349-2367. e8, 2024 | 39 | 2024 |
| Multiway graph signal processing on tensors: Integrative analysis of irregular geometries JS Stanley, EC Chi, G Mishne IEEE Signal Processing Magazine 37 (6), 160-173, 2020 | 34 | 2020 |
| Data-Driven Tree Transforms and Metrics G Mishne, R Talmon, I Cohen, RR Coifman, Y Kluger IEEE Transactions on Signal and Information Processing over Networks, 2017 | 30 | 2017 |
| Hyperbolic diffusion embedding and distance for hierarchical representation learning YWE Lin, RR Coifman, G Mishne, R Talmon International Conference on Machine Learning, 21003-21025, 2023 | 29 | 2023 |
| LDLE: Low Distortion Local Eigenmaps D Kohli, A Cloninger, G Mishne Journal of Machine Learning Research 22, 1-64, 2021 | 29 | 2021 |
| Comparing graph transformers via positional encodings M Black, Z Wan, G Mishne, A Nayyeri, Y Wang arXiv preprint arXiv:2402.14202, 2024 | 24 | 2024 |
| GraFT: Graph filtered temporal dictionary learning for functional neural imaging AS Charles, N Cermak, RO Affan, BB Scott, J Schiller, G Mishne IEEE Transactions on Image Processing 31, 3509-3524, 2022 | 23 | 2022 |
| Automated cellular structure extraction in biological images with applications to calcium imaging data G Mishne, RR Coifman, M Lavzin, J Schiller bioRxiv, 313981, 2018 | 23* | 2018 |
| Randomized near-neighbor graphs, giant components and applications in data science A Jaffe, Y Kluger, GC Linderman, G Mishne, S Steinerberger Journal of Applied Probability 57 (2), 458-476, 2020 | 22 | 2020 |
Alexander CloningerProfessor, Department of Mathematics & Halicioglu Data Science Institute, UC San DiegoVerified email at ucsd.edu
