使用特权和敏感信息学习:一个渐变增强方法
Siwen Yan1, Phillip Odom2, Rahul Pasunuri3
1Computer Science Department, University of Texas at Dallas, Dallas, TX, United States.
Frontiers in artificial intelligence
|November 29, 2023
概括
本研究介绍了一种使用特权信息的机器学习方法,通过在培训过程中利用敏感特征来提高分类器性能. 该方法提高了模型准确性,同时考虑了公平性指标.
科学领域:
- 机器学习 机器学习
- 人工智能的人工智能
- 数据科学数据科学数据科学
背景情况:
- 机器学习中的特权信息设置涉及使用部署期间无法使用的辅助功能来提高模型性能.
- 由于隐私或伦理问题而经常被排除在外的敏感特征,可以为模型培训提供有价值的信息.
- 现有的方法可能无法充分利用特权信息,特别是在基于树的学习者的背景下.
研究的目的:
- 开发和评估使用特权信息的敏感特征学习方法.
- 通过在培训阶段有效利用特权信息来提高分类器的性能.
- 为特权信息设置适应渐变增强的决策树.
主要方法:
- 专注于基于树的学习者,特别是渐变增强的决策树.
- 利用特权功能作为知识来指导学习算法.
- 开发理论基础,以特权信息学习.
- 经验验证拟议算法的有效性.
主要成果:
- 通过结合特权信息,证明了更好的分类器性能.
- 成功地调整了渐变增强的决策树以使用特权信息进行学习.
- 算法有效地使用特权特征来引导从完全观察到的特征学习.
- 在标准公平度指标上验证的有效性.
结论:
- 拟议的方法提供了一个可行的方法来学习特权信息,特别是敏感特征.
- 用梯度增强的决策树可以有效地使用特权信息来提高预测准确度.
- 该研究证实了特权信息在改进机器学习模型的实用性,同时坚持公平考虑.
相关概念视频
Introduction to Learning
441
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...
441
Avoidance Learning and Learned Helplessness
1.7K
Avoidance learning and learned helplessness are critical concepts in understanding behavioral responses to negative stimuli.
Avoidance learning occurs when an organism learns that a specific behavior can prevent an unpleasant outcome. For example, a student who receives a bad grade may start studying harder to avoid future poor grades. This behavior persists even when the negative outcome is no longer present. Avoidance learning is powerful because it maintains behavior in the absence of the...
Avoidance learning occurs when an organism learns that a specific behavior can prevent an unpleasant outcome. For example, a student who receives a bad grade may start studying harder to avoid future poor grades. This behavior persists even when the negative outcome is no longer present. Avoidance learning is powerful because it maintains behavior in the absence of the...
1.7K
Purposive Learning
121
E. C. Tolman emphasized the purposiveness of behavior — the idea that much of our behavior is goal-directed. For instance, employees who aim for a promotion work diligently to meet their targets. Tolman argued that when classical conditioning and operant conditioning occur, the organism acquires certain expectations. In classical conditioning, a child might fear a dog because they expect it to bite. In operant conditioning, a person might consistently work overtime because they expect a...
121
Generalization, Discrimination, and Extinction
572
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...
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...
572
Observational Learning
182
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...
182
Associative Learning
404
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...
404


