A segmentation based similarity measure for time series data

被引:0
|
作者
Mishra, Kakuli [1 ]
Basu, Srinka [2 ]
Maulik, Ujjwal [1 ]
机构
[1] Jadavpur Univ, Kolkata, W Bengal, India
[2] Kalyani Univ, Kalyani, W Bengal, India
关键词
Dynamic Time Warping; Time series patterns; Segmentation; DEMAND-SIDE MANAGEMENT;
D O I
10.1145/3371158.3371221
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Focusing on the objectives of Demand Side Management (DSM), we propose a novel time series distance metric that better capture the information related to similar peaks/off-peaks. The proposed metric uses autocorrelation based segmentation and similar segment identification for computation of overall distance. Experiment shows the proposed distance advances the state-of-the-art.
引用
收藏
页码:351 / 352
页数:2
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