Work

Reconsidering utility: unveiling the limitations of synthetic mobility data generation algorithms in real-life scenarios

Year: 2023

Type: conference-paper

Abstract: In recent years, there has been a surge in the development of models for the generation of synthetic mobility data. These models aim to facilitate the sharing of data while safeguarding privacy, all while ensuring high utility and flexibility regarding potential applications. However, current utility evaluation methods fail to fully account for real-life requirements.

Source: ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (SIGSPATIAL GIS)

DOI: 10.1145/3589132.3625661

Authors: Alexandra Kapp, Helena Mihaljevic

Institution: HTW Berlin - University of Applied Sciences

Language: English

Topic: Privacy-Preserving Technologies in Data

Subfield: Artificial Intelligence

Field: Computer Science

Domain: Physical Sciences

SDG: Sustainable cities and communities

Open Access status: hybrid

OpenAlex ID: W4390100454

FWCI: 0.994

Cites: 23

Cited by: 9

Related to: 10