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Kernel Distance Measures for Time Series, Random Fields and Other Structured Data.

, , and . Frontiers Appl. Math. Stat., (2021)

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Operator analysis and diffusion based embeddings for heterogeneous data fusion., , and . IGARSS, page 1249-1252. IEEE, (2014)PT-MMD: A Novel Statistical Framework for the Evaluation of Generative Systems., , , , and . ACSSC, page 2219-2223. IEEE, (2019)Semi-Supervised Manifold Learning with Complexity Decoupled Chart Autoencoders., , , , and . CoRR, (2022)Diffusion Nets., , , and . CoRR, (2015)All You Need is Resistance: On the Equivalence of Effective Resistance and Certain Optimal Transport Problems on Graphs., , and . CoRR, (2024)Coresets for Estimating Means and Mean Square Error with Limited Greedy Samples., , and . UAI, volume 124 of Proceedings of Machine Learning Research, page 350-359. AUAI Press, (2020)Evaluating Disentanglement in Generative Models Without Knowledge of Latent Factors., , and . TAG-ML, volume 196 of Proceedings of Machine Learning Research, page 161-171. PMLR, (2022)Random Walks, Conductance, and Resistance for the Connection Graph Laplacian., , , , , and . SIAM J. Matrix Anal. Appl., 45 (3): 1541-1572 (2024)Robust Graph-Based Semi-Supervised Learning via p-Conductances., , , , and . CoRR, (February 2025)Transformers for Learning on Noisy and Task-Level Manifolds: Approximation and Generalization Insights., , , , and . CoRR, (May 2025)