立场:拓深度学习是关系式学习的新前沿
Theodore Papamarkou1, Tolga Birdal2, Michael Bronstein3
1Department of Mathematics, The University of Manchester, Manchester, UK.
概括
拓深度学习 (TDL) 通过将拓特征集成到深度学习模型中来推进关系学习. 这项研究探讨了TDL.
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:
- 拓深度学习 (TDL) 是一个新兴领域,利用拓特征进行深度学习.
- 关系式学习是TDL显著有前途的关键领域.
- TDL可以增强现有的方法,如图表表示学习和几何深度学习.
研究的目的:
- 建立拓深度学习 (TDL) 作为关系式学习的关键进步.
- 探索TDL的理论基础和实际应用.
- 为了识别和解决TDL领域的开放挑战.
主要方法:
- 对TDL在关系式学习中的作用的概念分析.
- 识别TDL中未解决的问题,涵盖理论和实践方面的问题.
- 概述TDL的潜在解决方案和未来研究方向.
主要成果:
- TDL被定位为关系式学习的下一个前沿.
- TDL提供了与图形和几何深度学习方法的自然集成.
- 已经确定了TDL研究中的关键挑战和机遇.
结论:
- TDL为增强机器学习模型提供了重要机会.
- 进一步的研究和社区参与对于实现TDL的全部潜力至关重要.
- TDL准备在各种机器学习应用中提供新的解决方案.
相关概念视频
Directional Terms
7.7K
Directional terms are essential for describing the relative locations of different body structures. For instance, an anatomist might describe one band of tissue as "inferior to" another, or a physician might describe a tumor as "superficial to" a deeper body structure. These terms often use comparative terms in pairs to trace out the relative locations of one body part to another or descriptions of body tissues like the deeper ones from superficially present with reference to...
7.7K
Associative Learning
253
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...
253
Introduction to Learning
309
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...
309
Observational Learning
106
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...
106
Cognitive Learning
108
Cognitive learning is based on purposive behavior, incidental learning, and insight learning.
E. C. Tolman's theory of purposive behavior emphasizes that much behavior is goal-directed. He argued that to understand behavior, we must look at the entire sequence of actions leading to a goal. For instance, high school students study hard, not just due to past reinforcement but also to achieve the goal of getting into a good college.
Tolman introduced the idea that behavior is influenced by...
E. C. Tolman's theory of purposive behavior emphasizes that much behavior is goal-directed. He argued that to understand behavior, we must look at the entire sequence of actions leading to a goal. For instance, high school students study hard, not just due to past reinforcement but also to achieve the goal of getting into a good college.
Tolman introduced the idea that behavior is influenced by...
108
Sequence Networks of Rotating Machines
87
A Y-connected synchronous generator, grounded through a neutral impedance, is designed to produce balanced internal phase voltages with only positive-sequence components. The generator's sequence networks include a source voltage that is exclusively in the positive-sequence network. The sequence components of line-to-ground voltages at the generator terminals illustrate this configuration.
Zero-sequence current induces a voltage drop across the generator's neutral impedance and other...
Zero-sequence current induces a voltage drop across the generator's neutral impedance and other...
87


