DocumentCode
1716613
Title
A High-efficiency traffic time series representations based on binary symbolic
Author
Sun Meiyu
Author_Institution
Coll. of Inf. & Eng., Shandong Trade Union Univ., Ji´nan, China
fYear
2013
Firstpage
3891
Lastpage
3895
Abstract
In this paper it proposed a high-efficiency time series representations based on binary symbol which can be used into similar search. In recent years many high level representations have been introduced in data mining areas. But they have a common question if they are used to be in the traffic area. That is the speed that carries on data mining too slowly. The representations named BBA is unique in which it allows dimensionality reduction and it also grants a lower bound distance measure defined. The experiments have been performed on synthetic, as well as traffic data sequences to evaluate the proposed method.
Keywords
data mining; road traffic; time series; traffic engineering computing; BBA; binary symbolic representation; data mining; dimensionality reduction; high level representations; high-efficiency traffic time series representations; lower bound distance measure; traffic data sequences; Algorithm design and analysis; Approximation methods; Data mining; Indexing; Time measurement; Time series analysis; data mining; symbolic representation; traffic time series;
fLanguage
English
Publisher
ieee
Conference_Titel
Control Conference (CCC), 2013 32nd Chinese
Conference_Location
Xi´an
Type
conf
Filename
6640099
Link To Document