如图1所示,human-in-the-loop(即“human-in-the-loop”和“machine learning”)是机器学习领域一个活跃的研究课题,近十年来发表了大量的论文。 如图2所示,传统的机器学习算法一般由[38]三部分组成。第一个是数据预处理,第二个是数据建模,最后一个是开发人员修改现有流程以提高性能。我们都知道,机器学习模型的...
许多研究人员提出利用“Human-in-the-Loop”的概念来解决上述挑战,主要通过将人类知识纳入建模过程[24]来解决这些问题。human -in - the-loop的概念是一个广泛的研究领域,涵盖了计算机科学、认知科学和心理学的交叉。 如图2所示,human-in- loop(即“human-in- loop”和“machine learning”)是机器学习中一个非常...
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Work in human-in-the-loop machine learning may provide insight into what to consider and caution when having human-in-the-loop. Yet, various other domains have also examined human-in-the-loop, making it a broader field (Fügener et al, 2021, Grahl, Gupta, & Ketter, 2021; Li et al....
Human-in-the-loop machine learning: Reconceptualizing the role of the user in interactive approaches 来自 dx.doi.org 喜欢 0 阅读量: 2 作者:O Gómez-Carmona,D Casado-Mansilla,D López-De-Ipia,J García-Zubia 摘要: The rise of intelligent systems and smart spaces has opened up new ...
The adaptability and robustness of humans in complex scenarios motivate the inclusion of humans in the ML process, leveraging their creativity, ethical power, and emotional intelligence to improve ML effectiveness. The scientific community knows this approach as Human-In-The-Loop Machine Learning (HITL...
出版年:2020-3-1 页数:325 定价:USD 59.99 装帧:Paperback ISBN:9781617296741 豆瓣评分 评价人数不足 评价: 写笔记 写书评 加入购书单 分享到 推荐 内容简介· ··· Human-in-the-Loop Machine Learning is a guide to optimizing the human and machine parts of your machine learning systems, to ensure...
Human-in-the-loopMachine LearningPopulation HealthThough technical advance of artificial intelligence and machine learning has enabled many promising intelligent systems, many computing tasks are still not able to be fully accomplished by machine intelligence. Motivated by the complementary nature of human ...
Why you should utilize Human-in-the-Loop Machine Learning, how it works, and how we can help make it work. Human-in-the-loop (HITL) is a branch of artificial intelligence that leverages both human and machine intelligence to create machine learning models. In a traditional human-in-the-lo...
Human-in-the-Loop Machine Learning 2025 pdf epub mobi 电子书 图书描述 Human-in-the-Loop Machine Learning is a guide to optimizing the human and machine parts of your machine learning systems, to ensure that your data and models are correct, relevant, and cost-effective. 20-year machine ...