Reply to Dablander and Bury: Dealing with the unknown unknowns of deep learning.
作者信息
Bauch Chris T, Anand Madhur
机构信息
Department of Applied Mathematics, University of Waterloo, Waterloo, ON N2L 3G1, Canada.
School of Environmental Sciences, University of Guelph, Guelph, ON N1G 2W1, Canada.
出版信息
Proc Natl Acad Sci U S A. 2022 Sep 13;119(37):e2210407119. doi: 10.1073/pnas.2210407119. Epub 2022 Aug 16.
Abstract
摘要
相似文献
1
Reply to Dablander and Bury: Dealing with the unknown unknowns of deep learning.对达布兰德和伯里的回应：应对深度学习中未知的未知因素。
Proc Natl Acad Sci U S A. 2022 Sep 13;119(37):e2210407119. doi: 10.1073/pnas.2210407119. Epub 2022 Aug 16.
2
Deep Metric Learning-Based Strawberry Disease Detection With Unknowns.基于深度度量学习的含未知样本的草莓病害检测
Front Plant Sci. 2022 Jul 4;13:891785. doi: 10.3389/fpls.2022.891785. eCollection 2022.
3
Adapting a Bacterial Unknowns Project to Online Learning: Using Microsoft PowerPoint To Create an Unknowns Identification Simulation.将细菌未知物项目改编为在线学习：利用Microsoft PowerPoint创建未知物鉴定模拟
J Microbiol Biol Educ. 2021 May 31;22(2). doi: 10.1128/jmbe.00104-21. eCollection 2021 Fall.
4
Learning About "Known Unknowns" and "Unknown Unknowns" to Cure HIV.了解“已知的未知”和“未知的未知”以治愈艾滋病病毒。
Ann Intern Med. 2018 Nov 20;169(10):719-720. doi: 10.7326/M18-2822. Epub 2018 Oct 16.
5
Convolutional Prototype Network for Open Set Recognition.用于开放式识别的卷积原型网络。
IEEE Trans Pattern Anal Mach Intell. 2022 May;44(5):2358-2370. doi: 10.1109/TPAMI.2020.3045079. Epub 2022 Apr 1.
6
An eigenvalue approach for the automatic scaling of unknowns in model-based reconstructions: Application to real-time phase-contrast flow MRI.基于特征值的模型重建中未知量自动定标方法：在实时相位对比流动 MRI 中的应用。
NMR Biomed. 2017 Dec;30(12). doi: 10.1002/nbm.3835. Epub 2017 Sep 28.
7
P-ODN: Prototype-based Open Deep Network for Open Set Recognition.P-ODN：用于开放式集识别的基于原型的开放式深度网络。
Sci Rep. 2020 Apr 28;10(1):7146. doi: 10.1038/s41598-020-63649-6.
8
Robot grasping method optimization using improved deep deterministic policy gradient algorithm of deep reinforcement learning.基于深度强化学习的改进深度确定性策略梯度算法的机器人抓取方法优化
Rev Sci Instrum. 2021 Feb 1;92(2):025114. doi: 10.1063/5.0034101.
9
Umbilical Lesions: A Cluster of Known Unknowns and Unknown Unknowns.脐部病变：一系列已知的未知与未知的未知
Cureus. 2019 Aug 2;11(8):e5309. doi: 10.7759/cureus.5309.
10
Known knowns, known unknowns, unknown unknowns and unknown knowns in DNA barcoding: a comment on Dowton et al.DNA条形码中的已知已知、已知未知、未知未知和未知已知：对道顿等人的评论
Syst Biol. 2014 Nov;63(6):1005-9. doi: 10.1093/sysbio/syu060. Epub 2014 Aug 12.
本文引用的文献
1
Deep learning for tipping points: Preprocessing matters.用于临界点的深度学习：预处理很重要。
Proc Natl Acad Sci U S A. 2022 Sep 13;119(37):e2207720119. doi: 10.1073/pnas.2207720119. Epub 2022 Aug 16.
2
Deep learning for early warning signals of tipping points.深度学习在 tipping points 预警信号中的应用。
Proc Natl Acad Sci U S A. 2021 Sep 28;118(39). doi: 10.1073/pnas.2106140118.
3
Best response dynamics improve sustainability and equity outcomes in common-pool resources problems, compared to imitation dynamics.与模仿动态相比，最佳响应动态改善了公共资源问题中的可持续性和公平结果。
J Theor Biol. 2021 Jan 21;509:110476. doi: 10.1016/j.jtbi.2020.110476. Epub 2020 Oct 15.
4
From noise to knowledge: how randomness generates novel phenomena and reveals information.从噪声中获取知识：随机如何产生新现象并揭示信息。
Ecol Lett. 2018 Aug;21(8):1255-1267. doi: 10.1111/ele.13085. Epub 2018 May 22.
5
Turning back from the brink: detecting an impending regime shift in time to avert it.从悬崖边缘回头：及时察觉即将发生的状态转变以避免其发生。
Proc Natl Acad Sci U S A. 2009 Jan 20;106(3):826-31. doi: 10.1073/pnas.0811729106. Epub 2009 Jan 5.
Zotero 插件