DocumentCode
2194917
Title
Ensemble-Based Method for Task 2: Predicting Traffic Jam
Author
He, Jingrui ; He, Qing ; Swirszcz, Grzegorz ; Kamarianakis, Yiannis ; Lawrence, Rick ; Shen, Wei ; Wynter, Laura
Author_Institution
Bus. Analytics & Math. Sci., IBM Res., Yorktown Heights, NY, USA
fYear
2010
fDate
13-13 Dec. 2010
Firstpage
1363
Lastpage
1365
Abstract
In this paper, we describe our solution for ICDM 2010 Contest Task 2 (Jams), where the task is to predict future where the next traffic jams will occur in morning rush hour, given data gathered during the initial phase of this peak period. Our solution, which is based on an ensemble approach, finished Second in the final evaluation.
Keywords
traffic engineering computing; ICDM 2010 Contest; ensemble-based method; traffic jam; traffic simulation framework; cross validation; ensemble; nearest-neighbor;
fLanguage
English
Publisher
ieee
Conference_Titel
Data Mining Workshops (ICDMW), 2010 IEEE International Conference on
Conference_Location
Sydney, NSW
Print_ISBN
978-1-4244-9244-2
Electronic_ISBN
978-0-7695-4257-7
Type
conf
DOI
10.1109/ICDMW.2010.54
Filename
5693453
Link To Document