1 citations · 1 across the 3 of their papers we have counts for
3 papers
Gromov-Wasserstein bound between Reeb and Mapper graphs
Ziyad Oulhaj, Mathieu Carrière, Bertrand Michel
Since its introduction as a computable approximation of the Reeb graph, the Mapper graph has become one of the most popular tools from topological data analysis for performing data…
Differentiable Mapper For Topological Optimization Of Data Representation
Ziyad Oulhaj, Mathieu Carrière, Bertrand Michel
Unsupervised data representation and visualization using tools from topology is an active and growing field of Topological Data Analysis (TDA) and data science. Its most prominent…
Deep Mapper: Efficient Visualization of Plausible Conformational Pathways
Ziyad Oulhaj, Yoshiyuki Ishii, Kento Ohga +6
Acquiring plausible pathways on high-dimensional structural distributions is beneficial in several domains. For example, in the drug discovery field, a protein conformational pathw…