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A Method for Sensor Data Prediction Based on Correlations among Multiple Data Streams
http://hdl.handle.net/10445/5998
http://hdl.handle.net/10445/599833581970-6dea-41b9-97fe-78580532a453
| Item type | 会議発表論文 / Conference Paper(1) | |||||
|---|---|---|---|---|---|---|
| 公開日 | 2011-04-18 | |||||
| タイトル | ||||||
| タイトル | A Method for Sensor Data Prediction Based on Correlations among Multiple Data Streams | |||||
| 言語 | ||||||
| 言語 | eng | |||||
| 資源タイプ | ||||||
| 資源タイプ識別子 | http://purl.org/coar/resource_type/c_5794 | |||||
| 資源タイプ | conference paper | |||||
| アクセス権 | ||||||
| アクセス権 | metadata only access | |||||
| アクセス権URI | http://purl.org/coar/access_right/c_14cb | |||||
| 著者 |
白石, 陽
× 白石, 陽× Arai, Kenji× 高橋, 修 |
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| 抄録 | ||||||
| 内容記述タイプ | Abstract | |||||
| 内容記述 | By developing sensor network technologies, researches on data stream processing and stream mining have received much attention. Stream data prediction which predicts future data pattern by analyzing tendency of past data stream is one of streammining techniques. In a sensor network deployed in the real-world such as a city, a building and a room, data stream from a certain sensor node may relate to that from other ones. It is expected to improve the accuracy on sensor data prediction by considering correlations of these sensor data streams. In this paper, we propose a method for sensor data prediction based on correlations of multiple sensor data streams. This method extracts the feature quantities from partial sequences of each data stream and classifies these sequences into multiple groups by a clustering algorithm. The classified group is a cluster that expresses a pattern from the stream. Our method uses correlations among these clusters from different kinds of data streams and correlations between the past sequences on a stream in order to predict future data pattern. This paper describes an overview of our method for sensor data prediction and reports the results of the preliminary experiment. | |||||
| 内容記述 | ||||||
| 内容記述タイプ | Other | |||||
| 内容記述 | IInternational Workshop on Ubiquitous Service Platforms (IWUSP 2010) | |||||
| 書誌情報 | p. 25-30, 発行日 2010-10 | |||||
| ISBN | ||||||
| 識別子タイプ | ISBN | |||||
| 関連識別子 | 9781424489220 | |||||
| 査読有無 | ||||||
| 値 | あり/yes | |||||
| 研究業績種別 | ||||||
| 値 | 国際会議/International Conference | |||||
| 単著共著 | ||||||
| 値 | 共著/joint | |||||
| 出版者 | ||||||
| 出版者 | IEEE | |||||
