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

Nonconscious Mimicry01:13

Nonconscious Mimicry

4.6K
Nonconscious mimicry occurs when individuals alter their mannerisms to match the behaviors and expressions of those nearby, without intention.
4.6K
Multi-input and Multi-variable systems01:22

Multi-input and Multi-variable systems

106
Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
In the absence...
106
Associative Learning01:27

Associative Learning

353
Associative learning is a fundamental concept in behavioral psychology, wherein a connection is established between two stimuli or events, leading to a learned response. This process is critical in understanding how behaviors are acquired and modified. Conditioning, the mechanism through which associations are formed, can be divided into two main types: classical conditioning and operant conditioning, each elucidating different aspects of associative learning.
Classical conditioning, also known...
353
Generalization, Discrimination, and Extinction01:24

Generalization, Discrimination, and Extinction

548
Generalization, discrimination, and extinction are key concepts in operant conditioning that influence how behaviors are learned and maintained.
Generalization occurs when a behavior reinforced in one context is performed in similar situations. For instance, a student who studies diligently for calculus and receives excellent grades might apply the same study habits to psychology and history, expecting similar results. Generalization shows how learning in one setting can influence behavior in...
548
Observational Learning01:12

Observational Learning

170
Albert Bandura's observational learning, also known as imitation or modeling, occurs when a person observes and imitates another's behavior. It is a quicker process than operant conditioning. A well-known example is the Bobo doll study, where children who saw an adult acting aggressively towards the doll were more likely to act aggressively when left alone, compared to those who observed a nonaggressive adult. Many psychologists view observational learning as a form of latent learning...
170
Modeling and Similitude01:12

Modeling and Similitude

266
Scaled modeling is a fundamental technique in engineering, enabling the study of large and complex systems by creating smaller, manageable replicas that recreate critical characteristics of the original. In hydrology and civil infrastructure, for example, scaled models of dams help analyze water flow, turbulence, and pressure. This method allows for accurate predictions of real-world behavior within a controlled environment, significantly reducing the cost and time involved in full-scale...
266

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

The Rise of Social Media Websites: How Plastic Surgeons Interact with Patients in the Digital Age, a Multicenter Study of China.

Aesthetic plastic surgery·2026
Same author

Cryptanalysis and improvement of a distributed zero trust scheme for airborne wireless sensor networks.

Scientific reports·2026
Same author

Epigallocatechin-3-gallate attenuates the immunotoxicity of sulfamethoxazole and reduces its residues in crayfish via phagocytosis.

Fish & shellfish immunology·2026
Same author

Mechanism of epigallocatechin-3-gallate in alleviating polychlorinated biphenyls-induced immunotoxicity in Scyllaparamamosain.

Environmental pollution (Barking, Essex : 1987)·2026
Same author

Association of gut microbiota and inflammatory markers with enteral nutrition intolerance in patients with early-stage moderate-to-severe intracerebral hemorrhage.

Microbiology spectrum·2026
Same author

Horn-Shaped Perforator Flaps for Plantar.

Journal of clinical medicine·2026

相关实验视频

Updated: Jul 10, 2026

Utilizing vmTracking to Improve the Accuracy of Multi-Animal Pose Estimation in Rodent Social Behavior Studies
07:34

Utilizing vmTracking to Improve the Accuracy of Multi-Animal Pose Estimation in Rodent Social Behavior Studies

Published on: November 7, 2025

巴盖尔:从不平衡的演示中学习多模式的模仿.

Sijia Gu1, Fei Zhu1

  • 1School of Computer Science and Technology, Soochow University, Suzhou, Jiangsu, 215006, China.

Neural networks : the official journal of the International Neural Network Society
|March 29, 2024
PubMed
概括

BAlanced Generative Adversarial Imitation Learning (BAGAIL) 有效地处理了在多模式模仿学习中不平衡的专家演示. 这种方法可以防止模式崩,并可以从各种数据比率中学习,在所有模式中实现专家级性能.

科学领域:

  • 机器人技术 机器人技术 机器人技术
  • 机器学习 机器学习
  • 人工智能的人工智能

背景情况:

  • 模仿学习方法经常在多种行为模式中与不平衡的专家演示作斗争.
  • 现有的多模拟模拟学习技术通常需要平衡的数据比率,导致模式崩或数据不平衡时有偏见的学习.

研究的目的:

  • 提出一种新的算法,即 BAlanced Generative Adversarial Imitation Learning (BAGAIL),能够从多模式模仿学习中的不平衡专家演示中学习.
  • 解决现有方法的局限性,这些方法无法有效地从数据集中学习,每个模式的数据分布不同.

主要方法:

  • BAGAIL修改了区分器的输出,以平衡真假和分类损失,确保生成器获得准确的模式特定轨迹的奖励.
  • 该算法采用两阶段的学习过程:使用条件行为克隆进行预训练和使用修改的歧视器和生成器对抗设置进行模仿学习.

主要成果:

  • BAGAIL成功地区分了不同的行为模式,即使有显著不平衡的专家演示.
  • 拟议的方法在所有模式中都显示出稳定和专家级的学习性能,优于其他多模式模仿学习方法.

结论:

  • BAGAIL 提供了一种有效的解决方案,用于使用不平衡数据进行多模式模拟学习,克服模式崩等常见挑战.
关键词:
生成式对抗式模仿学习学习不平衡的示威活动.模仿学习是一种学习方式.多式联运多式联运强化学习是一种强化学习.

相关实验视频

Last Updated: Jul 10, 2026

Utilizing vmTracking to Improve the Accuracy of Multi-Animal Pose Estimation in Rodent Social Behavior Studies
07:34

Utilizing vmTracking to Improve the Accuracy of Multi-Animal Pose Estimation in Rodent Social Behavior Studies

Published on: November 7, 2025

  • 该算法能够实现强大的政策学习,准确地反映不同模式的专家行为,无论数据分布差异如何.