进化和学习过程之间的类似关系的含义
Jason Cheok Kuan Leong1, Masaaki Imaizumi2,3, Hideki Innan1
1Research Center for Integrative Evolutionary Science (RCIES), SOKENDAI, Hayama, Kanagawa, Japan.
概括
生物进化和机器学习具有相似之处,提供相互利益. 这篇评论倡导可解释的机器学习,以发现进化规律并增强生物学中的预测理论.
科学领域:
- 进化生物学 进化生物学
- 机器学习 机器学习
- 计算生物学 计算生物学
背景情况:
- 生物的进化涉及到改进表型的几代试错.
- 自20世纪50年代以来,人们已经认识到进化和机器学习 (ML) 之间的类比.
- 进化生物学与机器学习之间的跨学科研究存在重大机遇.
研究的目的:
- 探索进化生物学和ML之间的概念平行.
- 在这两个领域增强预测能力和理论框架.
- 倡导可解释的ML,以发现可概括的进化规律.
主要方法:
- 评论进化生物学和ML最近的进展.
- 对概念平行线及其含义的分析.
- 专注于可解释的ML用于进化中的预测建模.
主要成果:
- 确定了进化过程和ML算法之间的显著概念重叠.
- 突出了可解释的ML的潜力,以揭示支配进化结果的基本规律.
- 展示了ML如何推进理论生物学,并激发新的算法.
结论:
- 整合可解释的ML可以将进化科学转变为预测领域.
- 这种跨学科的方法促进了生物学和计算机科学的相互进步.
- 未来的研究应该专注于开发使用ML进行进化预测的理论框架.
相关概念视频
Convergent Evolution
29.1K
Evolution shapes the features of organisms over time, ensuring that they are suited for the environments in which they live. Sometimes, selection pressure leads to the rise of similar but unrelated adaptations in organisms with no recent common ancestors, a process known as convergent evolution.
29.1K
Evolutionary Psychology
450
Evolutionary psychology explores the origins of human behavior and mental processes by framing them within the context of natural selection, a theory famously propounded by Charles Darwin. This field asserts that many behaviors common across human societies — ranging from instinctive fear reactions to complex social interactions — arose as evolutionary adaptations. These adaptations enhanced the survival and reproductive success of our ancestors, thereby becoming embedded in the...
450
Cognitive Learning
672
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...
672
Criticisms of the Evolutionary Perspective
163
In a study where individuals posing as strangers offered compliments and proposed casual sex to students, the responses differed significantly based on gender. Not a single woman accepted the proposal, while 70% of the men agreed. This outcome provides a useful scenario to explore through the lens of evolutionary psychology and social learning theory, highlighting the diverse perspectives on human sexual behaviors.
Evolutionary psychology provides one explanation for these findings, suggesting...
Evolutionary psychology provides one explanation for these findings, suggesting...
163
Introduction to Learning
551
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...
551
Associative Learning
605
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...
605


