.. image:: pyeco.png
    :height: 20
    :alt: Economie
    :target: http://www.xavierdupre.fr/app/ensae_teaching_cs/helpsphinx/td_2a_notions.html#pour-un-profil-plutot-economiste

.. 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

.. _l-td2a-ml-hasard-robust:

Hasard et robustesse
++++++++++++++++++++

.. index:: validation croisée, bootstrap

*Notebooks*

* `Intuition derrière l'érosion des modèles <http://www.xavierdupre.fr/app/papierstat/helpsphinx/notebooks/artificiel_shape.html>`_
* `Validation croisée <http://www.xavierdupre.fr/app/papierstat/helpsphinx/notebooks/wines_knn_cross_val.html>`_

*Lectures*

* `Can We Trust the Bootstrap in High-dimensions? The Case of Linear Models <http://www.jmlr.org/papers/volume19/17-006/17-006.pdf>`_
* `No Unbiased Estimator of the Variance of K-Fold Cross-Validation <http://www.jmlr.org/papers/volume5/grandvalet04a/grandvalet04a.pdf>`_
* `Confidence Intervals for Random Forests: The Jackknife and the Infinitesimal Jackknife <http://jmlr.org/papers/volume15/wager14a/wager14a.pdf>`_
* `Quantifying Uncertainty in Random Forests via Confidence Intervals and Hypothesis Tests <http://www.jmlr.org/papers/volume17/14-168/14-168.pdf>`_
* `Bootstrap-Based Regularization for Low-Rank Matrix Estimation <http://jmlr.org/papers/volume17/14-534/14-534.pdf>`_
* `Quantifying Uncertainty in Random Forests via Confidence Intervals and Hypothesis Tests <http://www.jmlr.org/papers/volume17/14-168/14-168.pdf>`_