An automated GPS-based prompted recall survey with learning algorithms

被引:80
作者
Auld, Joshua [1 ]
Williams, Chad [2 ]
Mohammadian, Abolfazl [1 ]
Nelson, Peter [2 ]
机构
[1] Univ Illinois, Dept Civil & Mat Engn, Chicago, IL 60607 USA
[2] Univ Illinois, Dept Comp Sci, Chicago, IL 60607 USA
来源
TRANSPORTATION LETTERS-THE INTERNATIONAL JOURNAL OF TRANSPORTATION RESEARCH | 2009年 / 1卷 / 01期
关键词
Global Positioning System; Survey Methods; Learning Algorithms; Travel Survey; Travel Behavior; Prompted Recall; GLOBAL POSITIONING SYSTEM; TRAVEL; IDENTIFICATION; SIMULATION;
D O I
10.3328/TL.2009.01.01.59-79
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
Using GPS technology in the collection of household travel data has been gaining importance as the technology matures. This paper documents recent developments in the field of GPS travel surveying and ways in which GPS has been incorporated into or even replaced traditional household travel survey methods. A new household activity survey is presented which uses automated data reduction methods to determine activity and travel locations based on a series of heuristics developed from land-use data and travel characteristics. The algorithms are used in an internet-based prompted recall survey which utilizes advanced learning algorithms to reduce the burden placed on survey respondents. Initial results of a small pilot study are discussed and potential areas of future work are presented.
引用
收藏
页码:59 / 79
页数:21
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