Publications

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2021

Suel E, Bhatt S, Brauer M, Flaxman S, Ezzati M

Multimodal deep learning from satellite and street-level imagery for measuring income, overcrowding, and environmental deprivation in urban areas

Remote Sensing of Environment, 257 , pp. 112339, 2021.

(Big Data, London, Poverty and Inequality)

Big Data, London, Poverty and Inequality

2020

Suel E, Sorek-Hamer M, Moise I, von Pohle M, Sahasrabhojanee A, Asanjan A, Deardorff E, Lingenfelter V, Oza N, Ezzati M, Brauer M

Predicting air pollution spatial variation with street-level imagery

Machine Learning in Public Health (MLPH) Workshop, 34th Conference on Neural Information Processing Systems (NeurIPS 2020) 2020.

(Big Data)

Big Data

Li F, Li F, Li S, Long Y

Deciphering the recreational use of urban parks: Experiments using multi-source big data for all Chinese cities

Science of the Total Environment, 701 (1), pp. 134896, 2020.

(Big Data, Housing and neighbourhood, Related publication)

Big Data, Housing and neighbourhood, Related publication

2019

Zhang ZX, Long Y

Application of Wearable Cameras in Studying Individual Behaviors in Built Environments

Landscape Architecture Frontiers, 7 (2), pp. 22-37, 2019.

(Big Data, Housing and neighbourhood, Related publication)

Big Data, Housing and neighbourhood, Related publication

Suel E, Polak JW, Bennett JE, Ezzati M

Measuring social, environmental and health inequalities using deep learning and street imagery

Scientific Reports, 9 , pp. 6229, 2019.

(Big Data)

Big Data

Hong KY, Tsin PK, van den Bosch M, Brauer M, Henderson SB

Urban greenness extracted from pedestrian video and its relationship with surrounding air temperatures

Urban Forestry & Urban Greening, 38 (1), pp. 280-285, 2019.

(Big Data, Related publication)

Big Data, Related publication

Weichenthal S, Hatzopoulou M, Brauer M

A picture tells a thousand…exposures: Opportunities and challenges of deep learning image analyses in exposure science and environmental epidemiology

Environment International, 122 (1), pp. 3-10, 2019.

(Big Data, Measurement and Monitoring)

Big Data, Measurement and Monitoring

2018

Middel A, Lukasczyk J, Zakrzewski S, Arnold M, Maciejewski R

Urban form and composition of street canyons: A human-centric big data and deep learning approach

Landscape and Urban Planning, 183 , pp. 122-132, 2018.

(Big Data, Related publication)

Big Data, Related publication

Suel E, Boulleau M, Ezzati M, Flaxman S

Combining street imagery and spatial information for measuring socioeconomic status

NIPS 2018 Workshop Spatiotemporal 2018.

(Big Data)

Big Data

Middel A, Lukasczyk J, Maciejewski R, Demuzere M, Rothe M

Sky View Factor footprints for urban climate modeling

Urban Climate, 25 , pp. 120-134, 2018.

(Big Data, Related publication)

Big Data, Related publication