Students' Emotional Self-Labels for Personalized Models

被引:5
作者
Asian, Sinem [1 ]
Okur, Eda [1 ]
Alyuz, Nese [1 ]
Mete, Sinem Emine [2 ]
Oktay, Ece [3 ]
Genc, Utku [1 ]
Esme, Asli Arslan [1 ]
机构
[1] Intel Corp, Santa Clara, CA 95051 USA
[2] Bahcesehir Univ, Istanbul, Turkey
[3] Bogazici Univ, Bebek, Turkey
来源
SEVENTH INTERNATIONAL LEARNING ANALYTICS & KNOWLEDGE CONFERENCE (LAK'17) | 2017年
关键词
Personalized emotional engagement; personalized learning; self-report; affective computing; Intelligent Tutoring Systems (ITS);
D O I
10.1145/3027385.3029452
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
There arc some implementations towards understanding students' emotional states through automated systems with machine learning models. However, generic Al models of emotions lack enough accuracy to autonomously and meaningfully trigger any interventions. Collecting self-labels from students as they assess their internal states can be a way to collect labeled subject specific data necessary to obtain personalized emotional engagement models. In this paper, we outline preliminary analysis on emotional self-labels collected from students while using a learning platform.
引用
收藏
页码:550 / 551
页数:2
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