학술논문

A set of R packages to estimate population counts from mobile phone data
Document Type
Working Paper
Source
ROMANIAN STATISTICAL REVIEW, Issue 1, Page 17-38, 2021
Subject
Computer Science - Mathematical Software
Computer Science - Social and Information Networks
Statistics - Applications
Language
Abstract
In this paper, we describe the software implementation of the methodological framework designed to incorporate mobile phone data into the current production chain of official statistics during the ESSnet Big Data II project. We present an overview of the architecture of the software stack, its components, the interfaces between them, and show how they can be used. Our software implementation consists in four R packages: destim for estimation of the spatial distribution of the mobile devices, deduplication for classification of the devices as being in 1:1 or 2:1 correspondence with its owner, aggregation for estimation of the number of individuals detected by the network starting from the geolocation probabilities and the duplicity probabilities and inference which combines the number of individuals provided by the previous package with other information like the population counts from an official register and the mobile operator penetration rates to provide an estimation of the target population counts.
Comment: 16 pages, 4 figures