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
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;
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
DOI :
10.1109/ICDMW.2010.54
