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...
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活跃的研究课题,在过去的十年中已经有了丰富的出版物。 如图1所示,传统的机器学习算法通常由[25]三部分组成。第一个...
A survey of human-in-the-loop for machine learning Future Generation Computer Systems, 135 (2022), pp. 364-381 View PDFView articleGoogle Scholar Xin et al., 2018 D. Xin, L. Ma, J. Liu, S. Macke, S. Song, A. Parameswaran Accelerating human-in-the-loop machine learning: Challenges...
Demands on more transparency of the backbox nature of machine learning models have led to the recent rise of human-in-the-loop in machine learning, i.e. processes that integrate humans in the training and application of machine learning models. The present work argues that this process requirem...
PDF:Human-in-the-Loop Wireless Communications: Machine Learning and Brain-Aware Resource Management Abstract Human-centric applications such as virtual reality and immersive gaming will be central to the future wireless networks. Common features of such services include: a) their dependence on the huma...
et al. Machine learning in human movement biomechanics: best practices, common pitfalls, and new opportunities. J. Biomech. 81, 1–11 (2018). Article PubMed PubMed Central Google Scholar Alili, A. et al. A novel framework to facilitate user preferred tuning for a robotic knee prosthesis....
Similarly,human-in-the-loop machine learningrefers to the stages of the model development process that require a person to inspect, validate, or change some part of the process to train and deploy a model into production. An example is when a data engineer verifies a machine learning model's...
A survey of human-in-the-loop for machine learning XingjiaoWu, ...LiangHe, inFuture Generation Computer Systems, 2022 1.2Importance of this survey This paper is a systematic summary and analysis of the research area ofhuman-in-the-loopwith a focus on the following essential aspects: ...
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地址:https://aclanthology.org/2021.hcinlp-1.8.pdf 在正式开始前,我们需要先说明几个业界常用的概念: HITL:Human in the loop 的简称,将人置于循环迭代 HCI:Human machine interaction 的简称,人机互动 首先要说的是动机——HITL 有啥用,为啥要 HITL?两个很重要的原因: ...