多模式联合学习:一项调查
Liwei Che1, Jiaqi Wang1, Yao Zhou2
1College of Information Sciences and Technology, Pennsylvania State University, University Park, PA 16802, USA.
Sensors (Basel, Switzerland)
|August 12, 2023
概括
这项调查探讨了多式联网学习 (MFL),通过整合各种数据类型来增强保护隐私的人工智能. 它对MFL方法进行了分类,并强调了改善协作模式培训的未来研究挑战.
科学领域:
- 人工智能的人工智能
- 机器学习 机器学习
- 数据科学数据科学数据科学
背景情况:
- 联合学习 (FL) 允许在分布式数据上进行协作训练,同时保持隐私.
- 现有的FL研究主要针对单模数据和非IID (非相同分布) 挑战.
- 现实世界的数据往往是多式联网的,但多式联网学习 (MFL) 仍未得到充分探索.
研究的目的:
- 突出多式联通学习 (MFL) 的重要性.
- 为最先进的MFL方法提供全面的文献综述.
- 将MFL方法分类,并确定应用任务和基准.
主要方法:
- 对现有多式联网学习研究的文献综述.
- 根据客户的模式可用性,将MFL分为一致和不一致的类型.
- 调查与MFL相关的应用任务和基准.
主要成果:
- 确定了关于在联合学习中利用多式联络数据的研究缺口.
- 开发了MFL方法的分类框架 (一致与不一致).
- 调查了MFL的当前应用和基准.
结论:
- 多元学习是加强联合学习系统的关键新兴领域.
- 需要进一步的研究来解决基本的挑战,并释放MFL的潜力.
- 标准化的基准和应用对于MFL的发展至关重要.
相关概念视频
Associative Learning
444
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...
Classical conditioning, also known...
444
Multi-input and Multi-variable systems
129
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...
In the absence...
129
Observational Learning
210
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...
210
Force Classification
1.3K
Forces play a crucial role in the study of physics and engineering. They are essential in describing the motion, behavior, and equilibrium of objects in the physical world. Forces can be classified based on their origin, type, and direction of action.
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
1.3K
Multicompartment Models: Overview
182
Multicompartment models are mathematical constructs that depict how drugs are distributed and eliminated within the body. They segment the body into several compartments, symbolizing various physiological or anatomical areas connected through drug transfer processes such as absorption, metabolism, distribution, and elimination.
These models offer a more comprehensive representation of drug behavior in the body than one-compartment models. They accommodate the complexity of drug distribution,...
These models offer a more comprehensive representation of drug behavior in the body than one-compartment models. They accommodate the complexity of drug distribution,...
182
Introduction to Learning
472
Learning is the process of acquiring knowledge or skills through practice or experience, leading to long-lasting behavioral changes. This acquisition occurs through interaction with the environment and requires practice or experience. For instance, mastering a skill such as surfing requires considerable practice and experience, highlighting the essential role of repeated interactions with the environment in learning.
In contrast to learned behaviors, unlearned behaviors such as crying, sexual...
In contrast to learned behaviors, unlearned behaviors such as crying, sexual...
472


