An Intelligent System for Extracting Correlation of Appliance Usage | |
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學年 | 102 |
學期 | 1 |
發表日期 | 2013-12-06 |
作品名稱 | An Intelligent System for Extracting Correlation of Appliance Usage |
作品名稱(其他語言) | |
著者 | Chen, Yi-Cheng; Zhu, Wen-Yuan; Weng, Julia T.Y.; Chen, Chien-Chih; Wu, Gene P.K. |
作品所屬單位 | 淡江大學資訊工程學系 |
出版者 | |
會議名稱 | 2013 Conference on Technologies and Applications of Artificial Intelligence (TAAI 2013) |
會議地點 | Taipei, Taiwan |
摘要 | Owing to the great advent of sensor technology, the usage data of appliances in a house can be logged and collected easily today. However, it is a challenge for the residents to visualize how these appliances are used. Thus, a mining system is needed to discover appliance usage patterns. Most previous studies on usage pattern discovery are mainly focused on analyzing the patterns of single appliance rather than mining the usage correlation among appliances. In this paper, a novel system, namely, Correlation Mining System (CMS) is developed to capture the usage patterns and correlations among appliances probabilistically. Furthermore, the proposed system is applied on a real-world dataset to show the practicability. |
關鍵字 | correlation pattern;intelligent system;smart home;sequential pattern;time interval-based data |
語言 | en |
收錄於 | |
會議性質 | 國際 |
校內研討會地點 | |
研討會時間 | 20131206~20131208 |
通訊作者 | |
國別 | TWN |
公開徵稿 | Y |
出版型式 | 紙本 |
出處 | Proceeding of Conference on Technologies and Applications of Artificial Intelligence (TAAI 2013)=第十八屆人工智慧與應用學術研討會論文集, pp.363-364 |
相關連結 |
機構典藏連結 ( http://tkuir.lib.tku.edu.tw:8080/dspace/handle/987654321/98144 ) |