.. image:: pystat.png
    :height: 20
    :alt: Statistique
    :target: http://www.xavierdupre.fr/app/ensae_teaching_cs/helpsphinx/td_2a_notions.html#pour-un-profil-plutot-data-scientist

Timeseries - Similarités - Clustering
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*(à venir)*

*Lectures*

* `Faster Retrieval with a Two-Pass Dynamic-Time-Warping Lower Bound <https://arxiv.org/abs/0811.3301>`_
* `Soft-DTW: a Differentiable Loss Function for Time-Series <https://arxiv.org/abs/1703.01541>`_

*Modules*

* `LBImproved C++ Library <https://github.com/lemire/lbimproved>`_,
  `LBImproved C++ Library and Python <https://github.com/felixr/dtw_lbimproved>`_
* `pyts <https://github.com/johannfaouzi/pyts>`_ :
  classification de séries temporelles
* `tslearn <https://github.com/tslearn-team/tslearn>`_ :
  dynamic time warping, classification, clustering,
  plus proches voisins, étude de sous-séquences