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Data mining in emotion color with affective computing

delete2014-08-23
delete6
PRE
AI
M
Min-Feng Lee *
J
Jason C. Hung
K
Kuan-Cheng Lin
J
Jen‐Chieh Wang
DOI:10.1007/s11042-014-2231-8delete
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摘要

摘要

En 中文
This research applies an innovative way to measure and identify user's emotion with different ingredient color. How to find an intuitive way to understand human emotion is the key point in this research. The RGB color system that is widely used of all forms computer system is an accumulative color system in which red, green, and blue light are added together showing entire color. This study was based on Thayer's emotion model which classifies the emotions with two vectors, valence and arousal, and gathers the emotion color with RGB as input for calculating and forecasting user's emotion. In this experiment, using 320 data divide to quarter into emotion groups to train the weight in the neural network and uses 160 data to prove the accuracy. The result reveals that this model can be valid reckon the emotion by reply color response from user. In other hand, this experiment found that trend of the different ingredient of color on Cartesian coordinate system figures out the distinguishing intensity in RGB color system. Via the foregoing detect emotion model is going to design an affective computing intelligence framework try to embed the emotion component in it.
Keyword:
Data mining
Affective computing
FCM
Neural network
Detecting emotion
Color
Emotion classification
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期刊

Multimedia Tools and Applications 封面图
Multimedia Tools and Applications
IF:
3
论文数:
2.0W
被引数:
3.2W

机构

N
National Taichung University of Education
学者数:
432
论文数: 501
被引数: 395
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