ARTÍCULO
TITULO

Identification and Classification of Routine Locations Using Anonymized Mobile Communication Data

Gonçalo Ferreira    
Ana Alves    
Marco Veloso and Carlos Bento    

Resumen

Digital location traces are a relevant source of insights into how citizens experience their cities. Previous works using call detail records (CDRs) tend to focus on modeling the spatial and temporal patterns of human mobility, not paying much attention to the semantics of places, thus failing to model and enhance the understanding of the motivations behind people?s mobility. In this paper, we applied a methodology for identifying individual users? routine locations and propose an approach for attaching semantic meaning to these locations. Specifically, we used circular sectors that correspond to cellular antennas? signal areas. In those areas, we found that all contained points of interest (POIs), extracted their most important attributes (opening hours, check-ins, category) and incorporated them into the classification. We conducted experiments with real-world data from Coimbra, Portugal, and the initial experimental results demonstrate the effectiveness of the proposed methodology to infer activities in the user?s routine areas.

 Artículos similares

       
 
Meng Li, Jiqiang Liu and Yeping Yang    
Data governance is an extremely important protection and management measure throughout the entire life cycle of data. However, there are still data governance issues, such as data security risks, data privacy breaches, and difficulties in data management... ver más
Revista: Future Internet

 
Zahra Ameli, Shabnam Jafarpoor Nesheli and Eric N. Landis    
The application of deep learning (DL) algorithms has become of great interest in recent years due to their superior performance in structural damage identification, including the detection of corrosion. There has been growing interest in the application ... ver más
Revista: Infrastructures

 
Vanessa Gonçalves, Antonio Albuquerque, Pedro Gabriel Almeida, Luís Ferreira Gomes and Victor Cavaleiro    
The risk of aquifer contamination is determined by the interaction between the pollutant load and the vulnerability of an aquifer. Owing to the decomposition of bodies and degradation of artefacts, cemeteries may have a negative impact on groundwater qua... ver más
Revista: Water

 
Jiahui Zhao, Zhibin Li, Pan Liu     Pág. 19?41
The land-use identification process, which involves quantifying the types and intensity of human activities at a regional level, is a critical investigation step for ongoing land-use planning. One limitation of land-use identification practices is that t... ver más

 
Feifei Tao, Yanling Pi, Menghua Deng, Yongjun Tang and Chi Yuan    
With the rise of artificial intelligence and big data technologies, it is increasingly significant to apply these emerging technologies to scientific decision-making in water conservancy project construction management in the face of many problems in the... ver más
Revista: Water