从理论到行为：迈向参与的一般模式
From Theory to Behaviour: Towards a General Model of Engagement
摘要：
订婚是一个模糊的概念。在目前的工作中，我们运作的参与机制，直接将其与人类行为，并表明参与的结构可用于塑造和解释数据驱动的方法。首先，我们概述了参与建模的正式框架。其次，我们扩展了我们以前的工作理论启发的数据驱动的方法，以更好地建模的参与过程，提出了一种新的建模技术，梅尔乔模型。第三，我们说明了如何通过模型比较和检查，将机器学习模型与底层理论框架联系起来。最后，我们讨论了我们的研究结果在理论驱动的假设，并强调我们的工作在工业中的潜在应用。
英文摘要：
Engagement is a fuzzy concept. In the present work we operationalize engagement mechanistically by linking it directly to human behaviour and show that the construct of engagement can be used for shaping and interpreting data-driven methods. First we outline a formal framework for engagement modelling. Second we expanded on our previous work on theory-inspired data-driven approaches to better model the engagement process by proposing a new modelling technique, the Melchoir Model. Third, we illustrate how, through model comparison and inspection, we can link machine-learned models and underlying theoretical frameworks. Finally we discuss our results in light of a theory-driven hypothesis and highlight potential application of our work in industry.
机构、总结、中文摘要均由AI分析而来，可能存在错误，请以论文正文为准。
