Zobrazeno 1 - 10
of 241
pro vyhledávání: '"Boettiger, Carl"'
Autor:
Montealegre-Mora, Felipe, Lapeyrolerie, Marcus, Chapman, Melissa, Keller, Abigail G., Boettiger, Carl
Existing methods for optimal control struggle to deal with the complexity commonly encountered in real-world systems, including dimensionality, process error, model bias and data heterogeneity. Instead of tackling these system complexities directly,
Externí odkaz:
http://arxiv.org/abs/2308.13654
From out-competing grandmasters in chess to informing high-stakes healthcare decisions, emerging methods from artificial intelligence are increasingly capable of making complex and strategic decisions in diverse, high-dimensional, and uncertain situa
Externí odkaz:
http://arxiv.org/abs/2303.08731
Autor:
Boettiger, Carl
Publikováno v:
Ecology Letters, 25, 1655-1664 (2022)
Encouraged by decision makers' appetite for future information on topics ranging from elections to pandemics, and enabled by the explosion of data and computational methods, model based forecasts have garnered increasing influence on a breadth of dec
Externí odkaz:
http://arxiv.org/abs/2207.10193
Publikováno v:
Conference Proceedings on Neural Information Processing Systems, 2021 https://openreview.net/forum?id=6OnoKEFVD_G
Machine learning (ML) methods already permeate environmental decision-making, from processing high-dimensional data on earth systems to monitoring compliance with environmental regulations. Of the ML techniques available to address pressing environme
Externí odkaz:
http://arxiv.org/abs/2205.10911
Autor:
Chapman, Melissa, Wiltshire, Serge, Baur, Patrick, Bowles, Timothy, Carlisle, Liz, Castillo, Federico, Esquivel, Kenzo, Gennet, Sasha, Iles, Alastair, Karp, Daniel, Kremen, Claire, Liebert, Jeffrey, Olimpi, Elissa M., Ory, Joanna, Ryan, Matthew, Sciligo, Amber, Thompson, Jennifer, Waterhouse, Hannah, Boettiger, Carl
The emergence and impact of tipping points have garnered significant interest in both the social and natural sciences. Despite widespread recognition of the importance of feedbacks between human and natural systems, it is often assumed that the obser
Externí odkaz:
http://arxiv.org/abs/2205.04425
Can machine learning help us make better decisions about a changing planet? In this paper, we illustrate and discuss the potential of a promising corner of machine learning known as _reinforcement learning_ (RL) to help tackle the most challenging co
Externí odkaz:
http://arxiv.org/abs/2106.08272
Autor:
Memarzadeh, Milad, Boettiger, Carl
Ecological management and decision-making typically focus on uncertainty about the future, but surprisingly little is known about how to account for uncertainty of the present: that is, the realities of having only partial or imperfect measurements.
Externí odkaz:
http://arxiv.org/abs/1812.11184
Akademický článek
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Autor:
Lapeyrolerie, Marcus, Boettiger, Carl
Publikováno v:
Proceedings of the National Academy of Sciences of the United States of America, 2021 Oct 01. 118(40), 1-2.
Externí odkaz:
https://www.jstor.org/stable/27075898
Akademický článek
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