Jove
Visualize
联系我们
JoVE
x logofacebook logolinkedin logoyoutube logo
关于 JoVE
概览领导团队博客JoVE 帮助中心
作者
出版流程编辑委员会范围与政策同行评审常见问题投稿
图书馆员
用户评价订阅访问资源图书馆顾问委员会常见问题
研究
JoVE JournalMethods CollectionsJoVE Encyclopedia of Experiments存档
教育
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab Manual教师资源中心教师网站
使用条款与条件
隐私政策
政策

相关概念视频

The Sense of Self: Reflected Self-Appraisal and Social Comparison02:57

The Sense of Self: Reflected Self-Appraisal and Social Comparison

56.1K
According to Charles Cooley, we base our image on what we think other people see (Cooley 1902). We imagine how we must appear to others, then react to this speculation. We don certain clothes, prepare our hair in a particular manner, wear makeup, use cologne, and the like—all with the notion that our presentation of ourselves is going to affect how others perceive us. We expect a certain reaction, and, if lucky, we get the one we desire and feel good about it. But more than that, Cooley...
56.1K
What is an Electrochemical Gradient?01:26

What is an Electrochemical Gradient?

128.1K
Adenosine triphosphate, or ATP, is considered the primary energy source in cells. However, energy can also be stored in the electrochemical gradient of an ion across the plasma membrane, which is determined by two factors: its chemical and electrical gradients.
The chemical gradient relies on differences in the abundance of a substance on the outside versus the inside of a cell and flows from areas of high to low ion concentration. In contrast, the electrical gradient revolves around an...
128.1K
Responses to Heat and Cold Stress02:45

Responses to Heat and Cold Stress

14.9K
Every organism has an optimum temperature range within which healthy growth and physiological functioning can occur. At the ends of this range, there will be a minimum and maximum temperature that interrupt biological processes.
14.9K
Problem-Solving: Tuning of a Guitar String01:04

Problem-Solving: Tuning of a Guitar String

1.1K
In the case of stringed instruments like the guitar, the elastic property that determines the speed of the sound produced is its linear mass density or the mass per unit length. This is simply called the linear density. If the string's linear density is constant along the string, then the linear density is simply the total mass divided by the total length.
The string's wave speed can be regulated by varying the linear density. Tension is the other property that determines the speed of...
1.1K
Cold Weather Concreting01:27

Cold Weather Concreting

387
When freshly poured concrete is exposed to freezing temperatures before it has set, the water within the concrete can freeze. This expansion disrupts the setting process, delays chemical reactions necessary for hardening, and increases the volume of pores within the hardened concrete, which weakens its overall structure. If the concrete manages to reach an appreciable strength before it freezes, the damage can be somewhat mitigated.
To counteract the negative impacts of cold weather, ensuring...
387
Multiple Comparison Tests01:13

Multiple Comparison Tests

4.5K
Multiple comparison test, abbreviated as MCT, is a post hoc analysis generally performed after comparing multiple samples with one or more tests. An MCT will help identify a significantly different sample among multiple samples or a factor among multiple factors.
It would be easy to compare two samples using a significance alpha level of 0.05. In other words, there is only one sample pair to be compared. However, it would be difficult to identify a significantly different sample if the number...
4.5K

您也可能阅读

相关文章

通过共同作者、期刊和引用图与本文相关的文章。

排序
Same author

Enhancing Underwater Light Field Images via Global Geometry-Aware Diffusion Process.

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society·2026
Same author

Leveraging the Oryza telomere-to-telomere genome and wild-rice substitution lines for rice-quality improvement.

Current biology : CB·2026
Same author

Cardiac computed tomography-derived left atrial volume index as a predictor of major adverse cardiovascular events after transcatheter aortic valve replacement.

Quantitative imaging in medicine and surgery·2026
Same author

Prognostic role of myosteatosis in predicting MACE and mortality after TAVR: insights from CT-based body composition analysis.

The journal of nutrition, health & aging·2026
Same author

The influence of sex and valve phenotype on fibrocalcific composition in severe aortic stenosis evolves with age.

European journal of radiology·2026
Same author

Reader Response: Association of Sleep Disturbances With Prevalent and Incident Motoric Cognitive Risk Syndrome in Community-Residing Older Adults.

Neurology·2026

相关实验视频

Updated: Feb 7, 2026

Gradient Echo Quantum Memory in Warm Atomic Vapor
10:00

Gradient Echo Quantum Memory in Warm Atomic Vapor

Published on: November 11, 2013

13.2K

热启动还是冷启动? 基于梯度的超参数调中概括性的比较.

Yubo Zhou1, Jun Shu2, Chengli Tan3

  • 1School of Mathematics and Statistics, Xi'an Jiaotong University, China; SGIT AI Lab, State Grid Corporation of China, China.

Neural networks : the official journal of the International Neural Network Society
|February 5, 2026
PubMed
概括

对于超参数调整的双级优化 (BO) 中的热启动策略可能会导致更糟糕的概括和过拟合. 这项研究揭示了原因,并提出了诸如随机扰动初始化等方法来提高性能.

关键词:
双级优化优化 双级优化功能学习的特点是:概括错误是一般化的错误.超参数调整 超参数调整热启动开始.

更多相关视频

Transcription Start Site Mapping Using Super-low Input Carrier-CAGE
06:59

Transcription Start Site Mapping Using Super-low Input Carrier-CAGE

Published on: June 26, 2019

12.5K
Human ES cells: Starting Culture from Frozen Cells
02:47

Human ES cells: Starting Culture from Frozen Cells

Published on: November 9, 2006

12.8K

相关实验视频

Last Updated: Feb 7, 2026

Gradient Echo Quantum Memory in Warm Atomic Vapor
10:00

Gradient Echo Quantum Memory in Warm Atomic Vapor

Published on: November 11, 2013

13.2K
Transcription Start Site Mapping Using Super-low Input Carrier-CAGE
06:59

Transcription Start Site Mapping Using Super-low Input Carrier-CAGE

Published on: June 26, 2019

12.5K
Human ES cells: Starting Culture from Frozen Cells
02:47

Human ES cells: Starting Culture from Frozen Cells

Published on: November 9, 2006

12.8K

科学领域:

  • 机器学习 机器学习
  • 优化优化 优化优化

背景情况:

  • 双级优化 (BO) 越来越多地用于超参数调整.
  • 常见的内层策略包括冷启动 (固定的初始化) 和热启动 (重用以前的解决方案).
  • 之前的研究表明,热启动具有更好的收性,但其概括性不太了解.

研究的目的:

  • 从概括的角度来看,比较BO中的冷启动和热启动策略,用于超参数调整.
  • 从理论上解释两种策略之间的概括差异.
  • 提出改善热启动策略通用化的方法.

主要方法:

  • 理论分析,确定冷启动和热启动的概括界限.
  • 在超参数调任务上,两种策略的实证比较.
  • 开发和测试新的方法来增强热启动通用化.

主要成果:

  • 与冷启动相比,热启动策略表现出更差的概括性能和更严重的过拟合.
  • 理论界限显示热启动的概括上限更糟,这是由于与内部层次动态的更深层次的相互作用.
  • 提出的方法,包括随机扰动初始化,有效地增强了热启动通用化.

结论:

  • 内层初始化策略的选择显著影响了对超参数调整的双层优化中的概括性.
  • 热启动的不良概括在理论上可以通过其依赖内部层次动态来解释.
  • 新技术可以减轻热启动的通用化差距,使其与冷启动更具竞争力.