[HTML][HTML] Unsupervised machine learning in urban studies: A systematic review of applications
J Wang, F Biljecki - Cities, 2022 - Elsevier
Unsupervised learning (UL) has a long and successful history in untangling the complexity
of cities. As the counterpart of supervised learning, it discovers patterns from intrinsic data …
of cities. As the counterpart of supervised learning, it discovers patterns from intrinsic data …
Revealing spatio-temporal evolution of urban visual environments with street view imagery
The visual landscape plays a pivotal role in urban planning and healthy cities. Recent
studies of visual evaluation focus on either objective or subjective approach, while …
studies of visual evaluation focus on either objective or subjective approach, while …
[HTML][HTML] Spatial Signatures-Understanding (urban) spaces through form and function
D Arribas-Bel, M Fleischmann - Habitat International, 2022 - Elsevier
This paper presents the notion of spatial signatures as a characterisation of space based on
form and function designed to understand urban environments. The spatial configuration of …
form and function designed to understand urban environments. The spatial configuration of …
A review of geospatial methods for population estimation and their use in constructing reproductive, maternal, newborn, child and adolescent health service indicators
K Nilsen, N Tejedor-Garavito, DR Leasure… - BMC health services …, 2021 - Springer
Background Household survey data are frequently used to measure reproductive, maternal,
newborn, child and adolescent health (RMNCAH) service utilisation in low and middle …
newborn, child and adolescent health (RMNCAH) service utilisation in low and middle …
Methodological foundation of a numerical taxonomy of urban form
M Fleischmann, A Feliciotti… - … and Planning B …, 2022 - journals.sagepub.com
Cities are complex products of human culture, characterised by a startling diversity of visible
traits. Their form is constantly evolving, reflecting changing human needs and local …
traits. Their form is constantly evolving, reflecting changing human needs and local …
High-resolution population estimation using household survey data and building footprints
The national census is an essential data source to support decision-making in many areas
of public interest. However, this data may become outdated during the intercensal period …
of public interest. However, this data may become outdated during the intercensal period …
[HTML][HTML] Classifying urban functional regions by integrating buildings and points-of-interest using a stacking ensemble method
M Yang, B Kong, R Dang, X Yan - … Journal of Applied Earth Observation and …, 2022 - Elsevier
The automatic classification of urban functional regions is vital for urban planning and
governance. The current methods mainly rely on single remote sensing image data or social …
governance. The current methods mainly rely on single remote sensing image data or social …
Evolution of urban patterns: Urban morphology as an open reproducible data science
M Fleischmann, A Feliciotti, W Kerr - Geographical Analysis, 2022 - Wiley Online Library
The recent growth of geographic data science (GDS) fuelled by increasingly available open
data and open source tools has influenced urban sciences across a multitude of fields. Yet …
data and open source tools has influenced urban sciences across a multitude of fields. Yet …
[HTML][HTML] Urban poverty maps-From characterising deprivation using geo-spatial data to capturing deprivation from space
Most earth observation (EO) approaches only yield a binary delineation of deprived/non-
deprived areas–an oversimplified characterisation with little information inferred regarding …
deprived areas–an oversimplified characterisation with little information inferred regarding …
Learning visual features from figure-ground maps for urban morphology discovery
Most studies of urban morphology rely on morphometrics, such as building area and street
length. However, these methods often fall short in capturing visual patterns that carry …
length. However, these methods often fall short in capturing visual patterns that carry …