http://www.semanlink.net/tag/foret Documents tagged with Forêt http://www.semanlink.net/doc/2025/02/2309_16598_cross_prediction_p > We introduce **cross-prediction: a method for valid inference powered by machine learning**. > Machine learning is increasingly used as an efficient substitute for traditional data collection when the latter is challenging. For example, predictions of conditions such as poverty, deforestation, and population density based on satellite imagery are used to supplement accurate survey data, which requires significant time and resources to collect. However, predictions are imperfect and potentially biased, calling into question the validity of conclusions drawn from such data. This manuscript introduces a method for valid inference powered by machine learning. **The method enables researchers to draw more reliable and accurate conclusions from machine learning predictions**. [src PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.2322083121) [Implemented in python here](https://ppi-py.readthedocs.io/en/latest/crossppi.html) 2025-02-06T16:01:34Z http://www.semanlink.net/doc/2024/11/%C2%AB_la_vie_ici_etait_si_different 2024-11-28T16:48:38Z http://www.semanlink.net/doc/2023/09/dans_les_terres_rouges_de_la_sa 2023-09-15T18:16:46Z http://www.semanlink.net/doc/2019/08/soja_bresilien_la_meprise_d%E2%80%99e 2019-08-31T11:44:34Z http://www.semanlink.net/doc/2019/07/l%E2%80%99arbre_zombie_qui_pourrait_cha 2019-07-30T11:21:21Z https://www.lemonde.fr/afrique/article/2019/04/27/la-rdc-deuxieme-front-de-la-deforestation-mondiale_5455653_3212.html 2019-04-27T19:58:05Z https://www.theguardian.com/environment/2019/mar/05/the-last-great-tree-a-majestic-relic-of-canadas-vanishing-boreal-forest 2019-03-07T08:57:49Z http://www.rfi.fr/ameriques/20180326-soja-deforestation-amerique-sud-alimentation-ogm-mighty-earth Aucune mention de l'origine du soja qui alimente les animaux d'élevage français n'est obligatoire sur les étiquettes. 2018-03-26T17:46:05Z http://www.lemonde.fr/planete/article/2017/06/24/deforestation-au-bresil-l-operation-greenwashing-de-michel-temer-fait-long-feu_5150613_3244.html 2017-06-24T17:27:42Z http://www.lemonde.fr/afrique/article/2016/03/28/la-chine-fait-main-basse-sur-les-forets-africaines_4891052_3212.html 2016-03-28T16:59:59Z http://www.arte.tv/guide/fr/048210-000/amazonie-eternelle 2013-08-14T00:17:38Z http://www.bbc.co.uk/news/science-environment-23288620 2013-07-15T10:25:00Z http://www.greenpeace.fr/zero-deforestation/index.php Greenpeace appelle à « zéro déforestation d'ici 2020 » 2010-06-17T01:55:53Z http://blog-s.greenpeace.fr/uploads/2009/12/affiche.jpg 2009-12-19T11:47:59Z http://www.lemonde.fr/planete/article/2009/07/27/ecologistes-et-agriculteurs-s-affrontent-durement-sur-la-deforestation-de-l-amazonie_1223095_3244.html#ens_id=1223174 "La rémunération du service environnemental est la solution à tous nos problèmes" 2009-07-28T11:42:39Z http://www.infosdelaplanete.org/4447/mali-coupe-de-bois-contre-hopital-et-3e-pont.html 2008-09-24T23:02:07Z http://www.infosdelaplanete.org/4199/tendance-ces-milliardaires-qui-croient-sauver-la-planete.html La propriété privée est désormais le moyen retenu pour empêcher les promoteurs, l’industrie ou la négligence de ravager la nature. 2008-08-15T11:49:41Z http://www.lefigaro.fr/reportage/20070814.FIG000000020_pillages_chinois_en_foret_tropicale.html 2007-08-21T22:25:11Z http://kleenexsosforet.com 2005-03-03