Presentation

DataShape is a successor of the Geometrica project team (2003–2015).

The team is located both in Saclay and in Sophia-Antipolis, France.

Presentation

DataShape is a research project in Topological Data Analysis (TDA), a recent field whose aim is to uncover, understand and exploit the topological and geometric structure underlying complex and possibly high dimensional data. The DataShape project gathers a unique variety of expertise that allows it to embrace the mathematical, statistical, algorithmic and applied aspects of the field in a common framework ranging from fundamental theoretical studies to experimental research and software development.

The expected output of DataShape is two-fold. First, we intend to set-up and develop the mathematical, statistical and algorithmic foundations of Topological and Geometric Data Analysis. Second, we intend to develop the Gudhi platform in order to provide an efficient state-of-the-art toolbox for the understanding of the topology and geometry of data.

Research directions

  • Algorithmic aspects of topological and geometric data analysis
  • Statistical aspects of topological and geometric data analysis
  • Topological approaches for multimodal data processing
  • Software development
  • Transfer and applications

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