missing_data

Youth Nonresponse in Panel Surveys: investigating the impact of life events

Nonresponse in surveys is particularly problematic among young people in both cross-sectional and panel studies. This article investigates the factors driving lower participation rates among young people in longitu- dinal surveys. We study whether …

Dynamic Time Warping-based imputation of long gaps in human mobility trajectories

Individual mobility trajectories are difficult to measure and often incur long periods of missingness. Aggregation of this mobility data without accounting for the missingness leads to erroneous results, underestimating travel behavior. This paper …

Maximum interpolable gap length in missing smartphone-based GPS mobility data

Passively-generated location data have the potential to augment mobility and transportation research, as demonstrated by a decade of research. A common trait of these data is a high proportion of missingness. Naïve handling, including list-wise …