IS2Fun: Identification of subway station functions using massive urban data
Urbanization and modernization accelerate the evolution of urban morphology with the
formation of different functional regions. To develop a smart city, how to efficiently identify the …
formation of different functional regions. To develop a smart city, how to efficiently identify the …
From compound word to metropolitan station: Semantic similarity analysis using smart card data
Rapid urbanization and modern civilization require sound integration with public
transportation systems. In the same time, the volume and complexity of public transportation …
transportation systems. In the same time, the volume and complexity of public transportation …
FISS: function identification of subway stations based on semantics mining and functional clustering
In modern cities, the subway system plays an important role in carrying a large proportion of
passenger transport. However, there still remain some issues on how to accurately identify …
passenger transport. However, there still remain some issues on how to accurately identify …
Discovering urban functional zones using latent activity trajectories
The step of urbanization and modern civilization fosters different functional zones in a city,
such as residential areas, business districts, and educational areas. In a metropolis, people …
such as residential areas, business districts, and educational areas. In a metropolis, people …
Semantic-Enhanced Graph Convolutional Neural Networks for Multi-Scale Urban Functional-Feature Identification Based on Human Mobility
Precise identification of spatial unit functional features in the city is a pre-condition for urban
planning and policy-making. However, inferring unknown attributes of urban spatial units …
planning and policy-making. However, inferring unknown attributes of urban spatial units …
Soft sensor with deep learning for functional region detection in urban environments
Y Ma, S Liu, G Xue, D Gong - Sensors, 2020 - mdpi.com
The rapid development of urbanization has increased traffic pressure and made the
identification of urban functional regions a popular research topic. Some studies have used …
identification of urban functional regions a popular research topic. Some studies have used …
Revealing intra-urban hierarchical spatial structure through representation learning by combining road network abstraction model and taxi trajectory data
The unprecedented urbanization in China has dramatically changed the urban spatial
structure of cities. With the proliferation of individual-level geospatial big data, previous …
structure of cities. With the proliferation of individual-level geospatial big data, previous …
[PDF][PDF] Representing urban functions through zone embedding with human mobility patterns
Urban functions refer to the purposes of land use in cities where each zone plays a distinct
role and cooperates with each other to serve people's various life needs. Understanding …
role and cooperates with each other to serve people's various life needs. Understanding …
Learning functional compositions of urban spaces with crowd-augmented travel survey data
Regions in urban environments often afford a mixture of different utilities. Their identification
allows urban planners to leverage important insights on the emerging functional dynamics of …
allows urban planners to leverage important insights on the emerging functional dynamics of …
Discovery of urban functional regions based on Node2vec
L Cai, L Zhang, Y Liang, J Li - Applied Intelligence, 2022 - Springer
Identifying urban functional regions is a trending topic in urban computing. It helps
understand the economic and cultural development of cities and assists decision-makers in …
understand the economic and cultural development of cities and assists decision-makers in …