DocumentCode
477549
Title
Knowledge Discovery in Information-Service-Oriented Experimental Transportation System
Author
Yang, Xiaoguang ; Tong, Mei
Author_Institution
Sch. of Transp. Eng., Tongji Univ., Shanghai
Volume
1
fYear
2008
fDate
20-22 Oct. 2008
Firstpage
787
Lastpage
790
Abstract
Massive raw traffic data such as loop data, vehicle GPS data stay undeveloped for administrative or technical purpose in transportation industries in China. Information-Service-Oriented Experimental Transportation System (IETS) aims at exploring and deducing useful traffic information from real-time collecting traffic data and publishing the information as a value-added service. Knowledge discovery techniques have played an important role in IETS. The system was implemented followed a classical steps of KDD. The procedure of system data modeling was split into five phases, topic determining, data preparing, data transforming, analysis modeling and data exploring. An example was given by an observation-hypothesis-verification approach to show how OLAP methods were used to discovery unknown information beneath the traffic data in IETS. Using knowledge discovery techniques in IETS, we can find useful information that might be useful to provide decision support for the planers and managers of transportation systems.
Keywords
Web services; data mining; traffic information systems; OLAP methods; decision support; information-service-oriented experimental transportation system; knowledge discovery; traffic information; transportation industries; vehicle GPS data; Communication system traffic control; Data analysis; Data mining; Global Positioning System; Information analysis; Intelligent transportation systems; Real time systems; Roads; Telecommunication traffic; Traffic control;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Computation Technology and Automation (ICICTA), 2008 International Conference on
Conference_Location
Hunan
Print_ISBN
978-0-7695-3357-5
Type
conf
DOI
10.1109/ICICTA.2008.196
Filename
4659595
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