Dr Daniel Arribas-Bel PhD
Senior Lecturer in Geographic Data Science Geography and Planning
- +44 (0)151 795 9727
- Work email D.Arribas-Bel@liverpool.ac.uk
- Personal WebsiteAcademic website
Publications
Selected Publications
- Remote sensing-based measurement of Living Environment Deprivation: Improving classical approaches with machine learning (Journal article - 2017)
- Spatial Variation in the Quality of American Community Survey Estimates (Journal article - 2016)
- Use and validation of location-based services in urban research: An example with Dutch restaurants (Journal article - 2018)
- Accidental, open and everywhere: Emerging data sources for the understanding of cities (Journal article - 2014)
- Geographic Data Science (Journal article - 2019)
2021
Sustainable Urban Development Indicators in Great Britain from 2001 to 2016 (Journal article)
Patias, N. (2021). Sustainable Urban Development Indicators in Great Britain from 2001 to 2016. Landscape and Urban Planning. doi:10.1016/j.landurbplan.2021.104148
The PySAL Ecosystem: Philosophy and Implementation (Journal article)
Rey, S. J., Anselin, L., Amaral, P., Arribas-Bel, D., Cortes, R. X., Gaboardi, J. D., . . . Wolf, L. J. (2021). The PySAL Ecosystem: Philosophy and Implementation. GEOGRAPHICAL ANALYSIS. doi:10.1111/gean.12276
Identifying and understanding road-constrained areas of interest (AOIs) through spatiotemporal taxi GPS data: A case study in New York City (Journal article)
Liu, Y., Singleton, A., Arribas-bel, D., & Chen, M. (2021). Identifying and understanding road-constrained areas of interest (AOIs) through spatiotemporal taxi GPS data: A case study in New York City. COMPUTERS ENVIRONMENT AND URBAN SYSTEMS, 86. doi:10.1016/j.compenvurbsys.2020.101592
On Spatial and Platial Dependence: Examining Shrinkage in Spatially Dependent Multilevel Models (Journal article)
Wolf, L. J., Anselin, L., Arribas-Bel, D., & Mobley, L. R. (2021). On Spatial and Platial Dependence: Examining Shrinkage in Spatially Dependent Multilevel Models. Annals of the American Association of Geographers, 1-13. doi:10.1080/24694452.2020.1841602
GIS and Computational Notebooks (Journal article)
Boeing, G., & Arribas-Bel, D. (n.d.). GIS and Computational Notebooks. Geographic Information Science & Technology Body of Knowledge, 2021(Q1). doi:10.22224/gistbok/2021.1.2
A geographic data science framework for the functional and contextual analysis of human dynamics within global cities (Journal article)
Calafiore, A., Palmer, G., Comber, S., Arribas-Bel, D., & Singleton, A. (2021). A geographic data science framework for the functional and contextual analysis of human dynamics within global cities. COMPUTERS ENVIRONMENT AND URBAN SYSTEMS, 85. doi:10.1016/j.compenvurbsys.2020.101539
Sustainable Development Goals Monitoring and Forecasting using Time Series Analysis (Conference Paper)
Alharbi, Y., Arribas-Bel, D., & Coenen, F. (2021). Sustainable Development Goals Monitoring and Forecasting using Time Series Analysis. In Proceedings of the 2nd International Conference on Deep Learning Theory and Applications. SCITEPRESS - Science and Technology Publications. doi:10.5220/0010546101230131
2020
The Potential of Notebooks for Scientific Publication, Reproducibility and Dissemination (Journal article)
Rowe, F., Maier, G., Arribas-Bel, D., & Rey, S. (2020). The Potential of Notebooks for Scientific Publication, Reproducibility and Dissemination. REGION, 7(3), E1-E5. doi:10.18335/region.v7i3.357
How sensitive is city size distribution to the definition of city? The case of Spain (Journal article)
Puente-Ajovin, M., Ramos, A., Sanz-Gracia, F., & Arribas-Bel, D. (2020). How sensitive is city size distribution to the definition of city? The case of Spain. ECONOMICS LETTERS, 197. doi:10.1016/j.econlet.2020.109643
Who Counts? Gender, Gatekeeping, and Quantitative Human Geography (Journal article)
Franklin, R., Houlden, V., Robinson, C., Arribas-Bel, D., Delmelle, E., Demšar, U., . . . O'Sullivan, D. (2020). Who Counts? Gender, Gatekeeping, and Quantitative Human Geography. The Professional Geographer. doi:10.1080/00330124.2020.1828944
Using convolutional autoencoders to extract visual features of leisure and retail environments (Journal article)
Comber, S., Arribas-Bel, D., Singleton, A., & Dolega, L. (2020). Using convolutional autoencoders to extract visual features of leisure and retail environments. LANDSCAPE AND URBAN PLANNING, 202. doi:10.1016/j.landurbplan.2020.103887
Sustainable Development Goal Relational Modelling: Introducing the SDG-CAP Methodology (Conference Paper)
Coenen, F., Alharbi, Y., & Arribas-Bel, D. (2020). Sustainable Development Goal Relational Modelling: Introducing the SDG-CAP Methodology. In Lecture Notes in Computer Science Vol. 12393 (pp. 183-196). Bratislava, Slovakia: Springer Nature.
Key questions for modelling COVID-19 exit strategies. (Journal article)
Thompson, R. N., Hollingsworth, T. D., Isham, V., Arribas-Bel, D., Ashby, B., Britton, T., . . . Restif, O. (2020). Key questions for modelling COVID-19 exit strategies.. Proceedings. Biological sciences, 287(1932), 20201405. doi:10.1098/rspb.2020.1405
Classification and Regression via Integer Optimization for Neighborhood Change (Journal article)
Olson, A. W., Zhang, K., Calderon-Figueroa, F., Yakubov, R., Sanner, S., Silver, D., & Arribas-Bel, D. (2020). Classification and Regression via Integer Optimization for Neighborhood Change. Geographical Analysis. doi:10.1111/gean.12252
Sustainable Development Goal Relational Modelling: Introducing the SDG-RMF Methodology (Internet publication)
Alharbi, Y., Coenen, F., & Arribas-Bel, D. (2020). Sustainable Development Goal Relational Modelling: Introducing the SDG-RMF Methodology. Retrieved from https://crcs.seas.harvard.edu/
Building Hierarchies of Retail Centers Using Bayesian Multilevel Models (Journal article)
Comber, S., Arribas-Bel, D., Singleton, A., Dong, G., & Dolega, L. (2020). Building Hierarchies of Retail Centers Using Bayesian Multilevel Models. ANNALS OF THE AMERICAN ASSOCIATION OF GEOGRAPHERS, 110(4), 1150-1173. doi:10.1080/24694452.2019.1667219
Building Hierarchies of Retail Centers Using Bayesian Multilevel Models (Journal article)
Arribas-Bel, D., Comber, S., Dong, G., Singleton, A., & Dolega, L. (n.d.). Building Hierarchies of Retail Centers Using Bayesian Multilevel Models. Annals of the Association of American Geographers. doi:10.1080/24694452.2019.1667219
Professor Ronald John Johnston OBE, FAcSS, FBA (1941-2020) Obituary (Journal article)
See, L., Batty, M., Alvanides, S., Arribas-Bel, D., & Wolf, L. (2020). Professor Ronald John Johnston OBE, FAcSS, FBA (1941-2020) Obituary. ENVIRONMENT AND PLANNING B-URBAN ANALYTICS AND CITY SCIENCE, 47(6), 937-938. doi:10.1177/2399808320943989
Considering context and dynamics: A classification of transit-orientated development for New York City (Journal article)
Liu, Y., Singleton, A., & Arribas-Bel, D. (2020). Considering context and dynamics: A classification of transit-orientated development for New York City. JOURNAL OF TRANSPORT GEOGRAPHY, 85. doi:10.1016/j.jtrangeo.2020.102711
Quantifying the Characteristics of the Local Urban Environment through Geotagged Flickr Photographs and Image Recognition (Journal article)
Chen, M., Arribas-Bel, D., & Singleton, A. (2020). Quantifying the Characteristics of the Local Urban Environment through Geotagged Flickr Photographs and Image Recognition. ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 9(4). doi:10.3390/ijgi9040264
splot - visual analytics for spatial statistics (Journal article)
Lumnitz, S., Arribas-Bell, D., Cortes, R., Gaboardi, J., Griess, V., Kang, W., . . . Rey, S. (2020). splot - visual analytics for spatial statistics. Journal of Open Source Software, 5(47), 1882. doi:10.21105/joss.01882
A reproducible notebook to acquire, process and analyse satellite imagery (Journal article)
Chen, M., Fahrner, D., Arribas-Bel, D., & Rowe, F. (n.d.). A reproducible notebook to acquire, process and analyse satellite imagery. REGION, 7(2), R15-R46. doi:10.18335/region.v7i2.295
2019
Building(s and) cities: Delineating urban areas with a machine learning algorithm (Journal article)
Arribas-Bel, D., Garcia-Lopez, M. -A., & Viladecans-Marsal, E. (2019). Building(s and) cities: Delineating urban areas with a machine learning algorithm. Journal of Urban Economics. doi:10.1016/j.jue.2019.103217
A Hierarchical Urban Forest Index Using Street-Level Imagery and Deep Learning (Journal article)
Stubbings, P., Peskett, J., Rowe, F. R., & Arribas-Bel, D. (2019). A Hierarchical Urban Forest Index Using Street-Level Imagery and Deep Learning. Remote Sensing, 11(12). doi:10.3390/rs11121395
A principal component analysis (PCA)-based framework for automated variable selection in geodemographic classification (Journal article)
Liu, Y., Singleton, A., & Arribas-Bel, D. (2019). A principal component analysis (PCA)-based framework for automated variable selection in geodemographic classification. Geo-Spatial Information Science. doi:10.1080/10095020.2019.1621549
A course on Geographic Data Science (Journal article)
Arribas-Bel, D. (2019). A course on Geographic Data Science. Journal of Open Source Education, 2(14), 42. doi:10.21105/jose.00042
Machine learning innovations in address matching: A practical comparison of word2vec and CRFs (Journal article)
Comber, S., & Arribas-Bel, D. (2019). Machine learning innovations in address matching: A practical comparison of word2vec and CRFs. Transactions in GIS, 23(2), 334-348. doi:10.1111/tgis.12522
Geographic Data Science (Journal article)
Singleton, A., & Arribas-Bel, D. (2019). Geographic Data Science. Geographical Analysis: an international journal of theoretical geography, Special Issue(0), 1-15. doi:10.1111/gean.12194
Buy online collect in-store: Exploring grocery click & collect using a national case study (Journal article)
Davies, A. E., Dolega, L., & Arribas-Bel, D. (2019). Buy online collect in-store: Exploring grocery click & collect using a national case study. International Journal of Retail & Distribution Management, 47(3), 278-291. doi:10.1108/IJRDM-01-2018-0025
Understanding the dynamics of urban areas of interest through volunteered geographic information (Journal article)
Chen, M., Arribas-Bel, D., & Singleton, A. (2019). Understanding the dynamics of urban areas of interest through volunteered geographic information. JOURNAL OF GEOGRAPHICAL SYSTEMS, 21(1), 89-109. doi:10.1007/s10109-018-0284-3
Policy Brief: Neighbourhood Change and Trajectories of Inequality in Britain, 1971-2011 (Report)
Rowe, F. R., Patias, N., & Arribas-Bel, D. (2019). Policy Brief: Neighbourhood Change and Trajectories of Inequality in Britain, 1971-2011.
Inferring neighbourhood quality with property transaction records by using a locally adaptive spatial multi-level model (Journal article)
Dong, G., Wolf, L., Alexiou, A., & Arribas-Bel, D. (2019). Inferring neighbourhood quality with property transaction records by using a locally adaptive spatial multi-level model. COMPUTERS ENVIRONMENT AND URBAN SYSTEMS, 73, 118-125. doi:10.1016/j.compenvurbsys.2018.09.003
Introduction to new Editors (Journal article)
Arribas-Bel, D., & Alvanides, S. (2019). Introduction to new Editors. ENVIRONMENT AND PLANNING B-URBAN ANALYTICS AND CITY SCIENCE, 46(1), 8. doi:10.1177/2399808318820153
Sustainable Development Goal Attainment Prediction: A Hierarchical Framework using Time Series Modelling (Conference Paper)
Alharbi, Y., Arribas-Be, D., & Coenen, F. (2019). Sustainable Development Goal Attainment Prediction: A Hierarchical Framework using Time Series Modelling. In KDIR: PROCEEDINGS OF THE 11TH INTERNATIONAL JOINT CONFERENCE ON KNOWLEDGE DISCOVERY, KNOWLEDGE ENGINEERING AND KNOWLEDGE MANAGEMENT - VOL 1: KDIR (pp. 297-304). doi:10.5220/0008067202970304
2018
Spatial dynamics of cultural diversity in the Netherlands (Journal article)
Arribas-Bel, D., & Bakens, J. (2018). Spatial dynamics of cultural diversity in the Netherlands. ENVIRONMENT AND PLANNING B-URBAN ANALYTICS AND CITY SCIENCE, 45(6), 1142-1156. doi:10.1177/2399808318783748
Geography and computers: Past, present, and future (Journal article)
Arribas-Bel, D., & Reades, J. (2018). Geography and computers: Past, present, and future. GEOGRAPHY COMPASS, 12(10). doi:10.1111/gec3.12403
Use and validation of location-based services in urban research: An example with Dutch restaurants (Journal article)
Arribas-Bel, D., & Bakens, J. (2018). Use and validation of location-based services in urban research: An example with Dutch restaurants. Urban Studies. doi:10.1177/0042098018779554
Big Urban Data: Challenges and Opportunities for Geographical Analysis (Journal article)
Arribas-Bel, D., & Tranos, E. (2018). Big Urban Data: Challenges and Opportunities for Geographical Analysis. GEOGRAPHICAL ANALYSIS, 50(2), 123-124. doi:10.1111/gean.12157
Characterizing the Spatial Structure(s) of Cities “on the fly”: the Space-Time Calendar (Journal article)
Arribas-Bel., & Tranos, E. (n.d.). Characterizing the Spatial Structure(s) of Cities “on the fly”: the Space-Time Calendar. Geographical Analysis: an international journal of theoretical geography. doi:10.1111/gean.12137
Demographic Aging and Employment Dynamics in German Regions: Modeling Regional Heterogeneity (Chapter)
Graaff, T. D., Arribas-Bel, D., & Ozgen, C. (2018). Demographic Aging and Employment Dynamics in German Regions: Modeling Regional Heterogeneity. In Advances in Spatial Science (pp. 211-231). Springer International Publishing. doi:10.1007/978-3-319-68563-2_11
Stochastic Efficiency of Bayesian Markov Chain Monte Carlo in Spatial Econometric Models: An Empirical Comparison of Exact Sampling Methods (Journal article)
Wolf, L. J., Anselin, L., & Arribas-Bel, D. (2018). Stochastic Efficiency of Bayesian Markov Chain Monte Carlo in Spatial Econometric Models: An Empirical Comparison of Exact Sampling Methods. GEOGRAPHICAL ANALYSIS, 50(1), 97-119. doi:10.1111/gean.12135
2017
"Waiting on the train": The anticipatory (causal) effects of Crossrail in Ealing (Journal article)
Comber, S., & Arribas-Bel, D. (2017). "Waiting on the train": The anticipatory (causal) effects of Crossrail in Ealing. JOURNAL OF TRANSPORT GEOGRAPHY, 64, 13-22. doi:10.1016/j.jtrangeo.2017.08.004
More bark than bytes? Reflections on 21+ years of geocomputation (Journal article)
Arribas-Bel., Richard Harris., David O'Sullivan., Mark Gahegan., Martin Charlton., Lex Comber., . . . Andy Evans. (2017). More bark than bytes? Reflections on 21+ years of geocomputation. Environment and Planning B: Planning and Design. doi:10.1177/2399808317710132
Remote sensing-based measurement of Living Environment Deprivation: Improving classical approaches with machine learning (Journal article)
Arribas-Bel, D., Patino, J. E., & Duque, J. C. (2017). Remote sensing-based measurement of Living Environment Deprivation: Improving classical approaches with machine learning. PLoS One, 12(5). doi:10.1371/journal.pone.0176684
Review of: London: The Information Capital: 100 Maps and Graphics That Will Change How You View the City. James Cheshire and Oliver Uberti. London: Particular Books (Penguin), 2014. 240. Hardcover, £18.75. ISBN-101846148472. (Book Review)
Arribas-Bel, D. (2017). London: The Information Capital: 100 Maps and Graphics That Will Change How You View the City. PAPERS IN REGIONAL SCIENCE, 96(1), 223-224. doi:10.1111/pirs.12281
Looking at John Snow’s Cholera Map from the Twenty First Century: A Practical Primer on Reproducibility and Open Science (Chapter)
Arribas-Bel, D., de Graaff, T., & Rey, S. J. (2017). Looking at John Snow’s Cholera Map from the Twenty First Century: A Practical Primer on Reproducibility and Open Science. In Regional Research Frontiers - Vol. 2 (pp. 283-306). Springer International Publishing. doi:10.1007/978-3-319-50590-9_17
2016
How diverse can measures of segregation be? Results from Monte Carlo simulations of an agent-based model (Journal article)
Arribas-Bel, D., Nijkamp, P., & Poot, J. (2016). How diverse can measures of segregation be? Results from Monte Carlo simulations of an agent-based model. ENVIRONMENT AND PLANNING A, 48(10), 2046-2066. doi:10.1177/0308518X16653402
Spatial Variation in the Quality of American Community Survey Estimates (Journal article)
Folch, D. C., Arribas-Bel, D., Koschinsky, J., & Spielman, S. E. (2016). Spatial Variation in the Quality of American Community Survey Estimates. DEMOGRAPHY, 53, 1535-1554. doi:10.1007/s13524-016-0499-1
The sociocultural sources of urban buzz (Journal article)
Arribas-Bel, D., Kourtit, K., & Nijkamp, P. (2016). The sociocultural sources of urban buzz. ENVIRONMENT AND PLANNING C-GOVERNMENT AND POLICY, 34(1), 188-204. doi:10.1177/0263774X15614711
Geocomputation: A Practical Primer , edited by Chris Brunson Alex Singleton 2015 . London : Sage Publication Ltd . 369+xx. ISBN: 9781446272930. $52.00.
Arribas-Bel, D. (2016). Geocomputation: A Practical Primer , edited by Chris Brunson Alex Singleton 2015 . London : Sage Publication Ltd . 369+xx. ISBN: 9781446272930. $52.00.
Geocomputation: A Practical Primer (Journal article)
Arribas-Bel, D. (2016). Geocomputation: A Practical Primer. JOURNAL OF REGIONAL SCIENCE, 56(1), 176-178. doi:10.1111/jors.12244
2015
Cyber Cities: Social Media as a Tool for Understanding Cities (Journal article)
Arribas-Bel, D., Kourtit, K., Nijkamp, P., & Steenbruggen, J. (2015). Cyber Cities: Social Media as a Tool for Understanding Cities. APPLIED SPATIAL ANALYSIS AND POLICY, 8(3), 231-247. doi:10.1007/s12061-015-9154-2
WooW-II: Workshop on open workflows (Journal article)
Arribas-Bel, D., & De Graaff, T. (n.d.). WooW-II: Workshop on open workflows. REGION, 2(2), R1-R2. doi:10.18335/region.v2i2.85
From manufacturing belt, to rust belt, to college country: a visual narrative of US urban growth (Journal article)
Arribas-Bel, D., & Gerritse, M. (2015). From manufacturing belt, to rust belt, to college country: a visual narrative of US urban growth. Unknown Journal, 47(6), 1241-1253.
Review: Creative Economies in Post-Industrial Cities; Manufacturing a (Different) Scene, Simulation of Complex Systems in GIS, the Data Revolution: Big Data, Open Data, Data Infrastructures and Their Consequences (Journal article)
Brydges, T., Arribas-Bel, D., & Cinnamon, J. (2015). Review: Creative Economies in Post-Industrial Cities; Manufacturing a (Different) Scene, Simulation of Complex Systems in GIS, the Data Revolution: Big Data, Open Data, Data Infrastructures and Their Consequences. Unknown Journal, 42(3), 564-567.
Migrant Entrepreneurs as Urban ‘Health Angels’ — Contrasts in Growth Strategies (Journal article)
Kourtit, K., Nijkamp, P., & Arribas-Bel, D. (2015). Migrant Entrepreneurs as Urban ‘Health Angels’ — Contrasts in Growth Strategies. International Planning Studies, 20(1-2), 71-86. doi:10.1080/13563475.2014.942496
The Size Distribution of Employment Centers within the US Metropolitan Areas (Journal article)
Arribas-Bel, D., Ramos, A., & Sanz-Gracia, F. (2015). The Size Distribution of Employment Centers within the US Metropolitan Areas. Unknown Journal, 42(1), 23-39.
From manufacturing belt, to rust belt, to college country: a visual narrative of US urban growth (Journal article)
Arribas-Bel, D., & Gerritse, M. (2015). From manufacturing belt, to rust belt, to college country: a visual narrative of US urban growth. ENVIRONMENT AND PLANNING A-ECONOMY AND SPACE, 47(6), 1241-1253. doi:10.1068/a140387p
Simulation of Complex Systems in GIS (Journal article)
Arribas-Bel, D. (2015). Simulation of Complex Systems in GIS. ENVIRONMENT AND PLANNING B-PLANNING & DESIGN, 42(3), 565-566. Retrieved from http://gateway.webofknowledge.com/
The size distribution of employment centers within the US Metropolitan Areas (Journal article)
Arribas-Bel, D., Ramos, A., & Sanz-Gracia, F. (2015). The size distribution of employment centers within the US Metropolitan Areas. ENVIRONMENT AND PLANNING B-PLANNING & DESIGN, 42(1), 23-39. doi:10.1068/b39038
The spoken postcodes (Journal article)
Arribas-Bel, D. (2015). The spoken postcodes. Regional Studies, Regional Science, 2(1), 458-461. doi:10.1080/21681376.2015.1067151
2014
The validity of the monocentric city model in a polycentric age: US metropolitan areas in 1990, 2000 and 2010 (Journal article)
Arribas-Bel, D., & Sanz-Gracia, F. (2014). The validity of the monocentric city model in a polycentric age: US metropolitan areas in 1990, 2000 and 2010. Urban Geography, 35(7), 980-997. doi:10.1080/02723638.2014.940693
How Diverse can Spatial Measures of Cultural Diversity be? Results from Monte Carlo Simulations on an Agent-Based Model (Scholarly edition)
Arribas-Bel, D., Nijkamp, P., & Poot, J. (2014). How Diverse can Spatial Measures of Cultural Diversity be? Results from Monte Carlo Simulations on an Agent-Based Model.
Spatial data, analysis, and regression - a mini course (Journal article)
Arribas-Bel, D. (n.d.). Spatial data, analysis, and regression - a mini course. REGION, 1(1), R1. doi:10.18335/region.v1i1.42
How Diverse Can Spatial Measures of Cultural Diversity Be? Results from Monte Carlo Simulations on an Agent-Based Model (Journal article)
Arribas-Bel, D., Nijkamp, P., & Poot, J. (2014). How Diverse Can Spatial Measures of Cultural Diversity Be? Results from Monte Carlo Simulations on an Agent-Based Model.
Accidental, open and everywhere: Emerging data sources for the understanding of cities (Journal article)
Arribas-Bel, D. (2014). Accidental, open and everywhere: Emerging data sources for the understanding of cities. APPLIED GEOGRAPHY, 49, 45-53. doi:10.1016/j.apgeog.2013.09.012