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Frédéric Chazal

French Institute for Research in Computer Science and Automation
University of Burgundy

154

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3272

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RipsNet: a general architecture for fast and robust estimation of the persistent homology of point clouds.

2022 CoRR
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Topological Uncertainty: Monitoring trained neural networks through persistence of activation graphs

2021 IJCAI | International Joint Conference on Artificial Intelligence
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Identifying homogeneous subgroups of patients and important features: a topological machine learning approach.

2021 BMC Bioinformatics
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Optimizing persistent homology based functions

2021 ICML | International Conference on Machine Learning
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Topological Uncertainty: Monitoring trained neural networks through persistence of activation graphs

2021 arXiv: Machine Learning
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Optimizing persistent homology based functions.

2021 arXiv: Computational Geometry
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Clustering of measures via mean measure quantization

2021 Electronic Journal of Statistics
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An introduction to Topological Data Analysis: fundamental and practical aspects for data scientists

2021
- Frédéric Chazal
- Bertrand Michel
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Optimal quantization of the mean measure and application to clustering of measures

2020 arXiv: Statistics Theory
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Efficient Topological Layer based on Persistent Landscapes

2020 arXiv: Learning
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