Autoregressive convolutional neural networks for asynchronous time series M Binkowski, G Marti, P Donnat International Conference on Machine Learning, 580-589, 2018 | 195 | 2018 |

A review of two decades of correlations, hierarchies, networks and clustering in financial markets G Marti, F Nielsen, M Bińkowski, P Donnat Progress in information geometry: Theory and applications, 245-274, 2021 | 159 | 2021 |

Diffractive nonlinear geometric optics P Donnat, JL Joly, G Métivier, J Rauch Séminaire Équations aux dérivées partielles (Polytechnique) dit aussi …, 1995 | 80 | 1995 |

Quelques contributions mathématiques en optique non linéaire PP Donnat Palaiseau, Ecole polytechnique, 1994 | 75 | 1994 |

Dispersive nonlinear geometric optics P Donnat, J Rauch Journal of Mathematical Physics 38 (3), 1484-1523, 1997 | 71 | 1997 |

Global solvability of the Maxwell-Bloch equations from nonlinear optics P Donnat, J Rauch Archive for rational mechanics and analysis 136 (3), 291-303, 1996 | 37 | 1996 |

Clustering financial time series: How long is enough? G Marti, S Andler, F Nielsen, P Donnat arXiv preprint arXiv:1603.04017, 2016 | 34 | 2016 |

Toward a generic representation of random variables for machine learning P Donnat, G Marti, P Very Pattern Recognition Letters 70, 24-31, 2016 | 26 | 2016 |

A proposal of a methodological framework with experimental guidelines to investigate clustering stability on financial time series G Marti, P Very, P Donnat, F Nielsen 2015 IEEE 14th international conference on machine learning and applications …, 2015 | 25 | 2015 |

Optimal transport vs. Fisher-Rao distance between copulas for clustering multivariate time series G Marti, S Andler, F Nielsen, P Donnat 2016 IEEE statistical signal processing workshop (SSP), 1-5, 2016 | 24 | 2016 |

Optimal copula transport for clustering multivariate time series G Marti, F Nielsen, P Donnat 2016 IEEE International Conference on Acoustics, Speech and Signal …, 2016 | 21 | 2016 |

Modeling the dispersion of light P Donnat, J Rauch Singularities and Oscillations, 17-35, 1997 | 17 | 1997 |

Induced spatial incoherence and nonlinear effects in Nd: glass amplifiers P Donnat, C Gouédard, D Veron, O Bonville, C Sauteret, A Migus Optics letters 17 (5), 331-333, 1992 | 16 | 1992 |

On clustering financial time series: a need for distances between dependent random variables G Marti, F Nielsen, P Donnat, S Andler Computational information geometry: for image and signal processing, 149-174, 2017 | 15 | 2017 |

A review of two decades of correlations, hierarchies, networks and clustering in financial markets. arXiv 2017 G Marti, F Nielsen, M Binkowski, P Donnat arXiv preprint arXiv:1703.00485, 2017 | 12 | 2017 |

Exploring and measuring non-linear correlations: Copulas, Lightspeed Transportation and Clustering G Marti, S Andler, F Nielsen, P Donnat NIPS 2016 Time Series Workshop, 59-69, 2017 | 11 | 2017 |

Quelques contributions mathématiques en optique non linéaire, these de doctorat P Donnat École polytechnique, Palaiseau (France), 1994 | 7 | 1994 |

HCMapper: An interactive visualization tool to compare partition-based flat clustering extracted from pairs of dendrograms G Marti, P Donnat, F Nielsen, P Very arXiv preprint arXiv:1507.08137, 2015 | 6 | 2015 |

Modeling the dispersion of light, Singularities and oscillations (Minneapolis, MN, 1994/1995), 17–35 P Donnat, J Rauch IMA Vol. Math. Appl 91, 0 | 4 | |

Clustering Random Walk Time Series G Marti, F Nielsen, P Very, P Donnat Geometric Science of Information: Second International Conference, GSI 2015 …, 2015 | 3 | 2015 |