Explained Activity Recognition with Computational Assumption-Based Argumentation

被引:3
|
作者
Fan, Xiuyi [1 ]
Liu, Siyuan [1 ]
Zhang, Huiguo [1 ]
Leung, Cyril [2 ]
Miao, Chunyan [1 ]
机构
[1] Nanyang Technol Univ, Joint NTU UBC Res Ctr Excellence Act Living Elder, Singapore, Singapore
[2] Univ British Columbia, Elect & Comp Engn, Vancouver, BC V5Z 1M9, Canada
关键词
D O I
10.3233/978-1-61499-672-9-1590
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Activity recognition is a key problem in multi-sensor systems. In this work, we introduce Computational Assumption-based Argumentation, an argumentation approach that seamlessly combines sensor data processing with high-level inference. Our method gives classification results comparable to machine learning based approaches with reduced training time while also giving explanations.
引用
收藏
页码:1590 / 1591
页数:2
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