TY - JOUR
T1 - Comparative analysis of traveler destination choice models by method of sampling alternatives
AU - Kim, Jooyoung
AU - Lee, Seungjae
N1 - Publisher Copyright:
© 2017 Informa UK Limited, trading as Taylor & Francis Group.
PY - 2017/5/19
Y1 - 2017/5/19
N2 - In a destination choice model, it is important to introduce alternatives that have been adequately aggregated into traffic analysis zone levels based on spatial similarities and feasibility of analysis, because considering every spatial location possible for the traveler as an elemental alternative is intractable in terms of data management and analysis. In this study, we derive strata for alternative sets through simple random sampling and stratified importance sampling based on the concept of Moran’s I. As a result of comparative analysis, we are able to reduce errors by drawing an adequate number of samples for the destination choice model’s choice alternative sets based on measures of spatial similarity.
AB - In a destination choice model, it is important to introduce alternatives that have been adequately aggregated into traffic analysis zone levels based on spatial similarities and feasibility of analysis, because considering every spatial location possible for the traveler as an elemental alternative is intractable in terms of data management and analysis. In this study, we derive strata for alternative sets through simple random sampling and stratified importance sampling based on the concept of Moran’s I. As a result of comparative analysis, we are able to reduce errors by drawing an adequate number of samples for the destination choice model’s choice alternative sets based on measures of spatial similarity.
KW - Destination choice model
KW - Moran’s I
KW - simple random sampling
KW - stratified importance sampling
UR - http://www.scopus.com/inward/record.url?scp=85015209027&partnerID=8YFLogxK
U2 - 10.1080/03081060.2017.1300242
DO - 10.1080/03081060.2017.1300242
M3 - Article
AN - SCOPUS:85015209027
SN - 0308-1060
VL - 40
SP - 465
EP - 478
JO - Transportation Planning and Technology
JF - Transportation Planning and Technology
IS - 4
ER -