@inproceedings{a58681a08ff447fe87bd2778fb081343,
title = "An improved data streams processing algorithm for sensor networks based on training weights",
abstract = "In order to enhance the performance of SPIRIT, in this paper we propose an improved multi-streams processing algorithm for data streams processing of sensor networks. The improved algorithm adapts the orthogonalization step and the training step for tracking weights vectors. Simulation experimental results show that compared to the original algorithm, the improved algorithm can reduce the reconstruction error, increase the energy fraction of reconstruction, and decrease the number of hidden variables, so it extract the principal components among streams more effectively.",
keywords = "Data streams, Orthogonalization, Sensor networks, Training weights",
author = "Cheng Wei and Haoshan Shi",
year = "2010",
doi = "10.1109/ICCET.2010.5485789",
language = "英语",
isbn = "9781424463503",
series = "ICCET 2010 - 2010 International Conference on Computer Engineering and Technology, Proceedings",
pages = "V3606--V3609",
booktitle = "ICCET 2010 - 2010 International Conference on Computer Engineering and Technology, Proceedings",
note = "2010 2nd International Conference on Computer Engineering and Technology, ICCET 2010 ; Conference date: 16-04-2010 Through 18-04-2010",
}