基于偏最小回归的人机交互情感调节模型

Fengru Liu, Guangyuan Liu, Xiangwei Lai, Wanhui Wen
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引用次数: 2

摘要

在情感调节过程中,无法建立有效与情感调节方式之间的定量调节模型,从而无法通过计算机对单位的有效问题进行即时、有效、智能的调节。为此,提出了一种基于偏最小二乘法的情感调节策略模型。该模型利用GSR进行有效识别,并将识别的有效映射到PAD有效空间向量模型中,实现有效量化。通过重评价和抑制两种方式,实现了情感调节策略,为人机交互环境下的情感调节系统奠定了理论基础。该策略达到了情感计算的目的,可以建立和谐的人机环境,赋予计算机更高更全面的智能。
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The model about the affection regulation based on partial least regression in the Human-computer interaction
In the affection regulation process, quantitative regulation model between effectives and affection regulation ways cannot be established, thus the unit's effective problems cannot be regulated instantly, effectively and intelligently by computers. So an affection regulation strategic model based on partial least squares method was proposed. The model used GSR to recognize effectives, and the recognized effectives are mapped to the PAD effective space vector model to realize the quantization of effectives. Through Namely reappraisal and Suppression ways, the affection regulation strategy was achieved, which set up the theoretical principles for affection regulation system in man-computer interactive environment. And the strategy got the purpose of affective computing which can establish harmonious man-machine environment and endow computer with much higher and more comprehensive intelligence.
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