Towards symbolization using data-driven extraction of local trends for ICU monitoring

被引:19
作者
Calvelo, D
Chambrin, MC
Pomorski, D
Ravaux, P
机构
[1] Lab Automat & Informat Ind Lille, F-59651 Villeneuve Dascq, France
[2] Univ Lille 2, INSERM, UPRES EA2689, IFR 22, F-59037 Lille, France
[3] Univ Lille 2, Lab Biolmath, F-59006 Lille, France
关键词
trend; regression; span; symbolization;
D O I
10.1016/S0933-3657(00)00046-4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose a methodology for the extraction of local trends from a stream of data. It has been designed to suit the needs of interpretation-oriented visualization and symbolization from ICU monitoring data. After giving implementation details for efficient computation of local trends, we propose the use of a characteristic analysis span for each variable. This characteristic span is obtained from a set of criteria that we compare and evaluate in regard of analysis of ICU monitoring data gathered within the Aiddaig project. The processing results in a rich visual representation and a framework for the local symbolization of the data stream based on its dynamics. (C) 2000 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:203 / 223
页数:21
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