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Melanie Weber
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Year
Characterizing Complex Networks with Forman-Ricci Curvature and Associated Geometric Flows
M Weber, E Saucan, J Jost
Journal of Complex Networks 5 (4), 527-550, 2017
842017
EGAD: Ultra-fast functional analysis of gene networks
S Ballouz, M Weber, P Pavlidis, J Gillis
Bioinformatics 33 (4), 612-614, 2016
662016
Forman-Ricci flow for change detection in large dynamics data sets
M Weber, J Jost, E Saucan
Axioms 5 (4), doi: 10.3390/axioms5040026, 2016
492016
Projection-free nonconvex stochastic optimization on Riemannian manifolds
M Weber, S Sra
IMA Journal of Numerical Analysis 42 (4), 3241–3271, 2021
39*2021
Coarse Geometry of Evolving Networks
M Weber, E Saucan, J Jost
Journal of Complex Networks 6 (5), 706--732, 2018
38*2018
Riemannian Optimization via Frank-Wolfe Methods
M Weber, S Sra
Mathematical Programming, 2022
36*2022
Discrete Curvatures and Network Analysis
E Saucan, A Samal, M Weber, J Jost
MATCH 80 (3), 605-622, 2018
352018
Curvature-based Methods for Brain Network Analysis
M Weber, J Stelzer, E Saucan, A Naitsat, G Lohmann, J Jost
arXiv:1707.00180, 2017
242017
Robust Large-Margin Learning in Hyperbolic Space
M Weber, M Zaheer, AS Rawat, A Menon, S Kumar
Advances in Neural Information Processing Systems 34, 2020
232020
Forman's Ricci curvature - From networks to hypernetworks
E Saucan, M Weber
Complex Networks and Their Applications VII. Studies in Computational …, 2019
222019
Curvature and Representation Learning: Identifying Embedding Spaces for Relational Data
M Weber, M Nickel
NeurIPS Relational Representation Learning, 2018
152018
Neighborhood Growth Determines Geometric Priors for Relational Representation Learning
M Weber
International Conference on Artificial Intelligence and Statistics 108, 266-276, 2020
122020
Detecting the Coarse Geometry of Networks
M Weber, J Jost, E Saucan
NeurIPS Relational Representation Learning, 2018
92018
Augmentations of Forman's Ricci Curvature and their Applications in Community Detection
L Fesser, SSH Iváñez, K Devriendt, M Weber, R Lambiotte
arXiv preprint arXiv:2306.06474, 2023
72023
Estimating Memory Deterioration Rates Following Neurodegeneration and Traumatic Brain Injuries in a Hopfield Network Model
M Weber, PD Maia, JN Kutz
Frontiers in Neuroscience 11, 623, 2017
72017
Global optimality for Euclidean CCCP under Riemannian convexity
M Weber, S Sra
International Conference on Machine Learning, 2023
6*2023
Optimal control with learning on the fly: a toy problem
CL Fefferman, B Guillen Pegueroles, CW Rowley, M Weber
Revista Matematica Iberoamericana 38 (1), 175–187, 2022
62022
Exploration of the sputum methylome and omics deconvolution by quadratic programming in molecular profiling of asthma and COPD: the road to sputum omics 2.0
EE Groth, M Weber, T Bahmer, F Pedersen, A Kirsten, D Börnigen, ...
Respiratory Research 21, 274, 2020
62020
Heuristic framework for multiscale testing of the multi-manifold hypothesis
FP Medina, L Ness, M Weber, KY Djima
Research in Data Science, 47-80, 2019
62019
Mixed-membership community detection via line graph curvature
Y Tian, Z Lubberts, M Weber
Symmetry and Geometry in Neural Representations, 219-233, 2023
52023
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Articles 1–20