Yang, Y., Boussad, Y., Kandt, J., Mehran, B. and Manley, E., Grant-Muller, S., 2026. Identifying the recurring travel patterns among older people: A mobility motif analysis with smartphone track and trace data. Journal of Transport & Health 46, 102222.
Bastarianto, F.F., Hancock, T.O., Ilahi, A., Manley, E. and Choudhury, C.F., 2025. ‘Mind the Gap’—The impact of discrepancies between Google Maps API and reported travel data in the Global South. Case Studies on Transport Policy 21, 101508.
Coutrot, A., Kievit, R.A., Ritchie, S.J., Manley, E., Wiener, J.M., Hölscher, C., Dalton, R.C., Hornberger, M. and Spiers, H.J., 2025. Education Is Positively and Causally Linked With Spatial Navigation Ability Across the Lifespan. Open Mind 9, 926–939.
Griesbauer, E.-M., Velasco, P.F., Coutrot, A., Wiener, J.M., Morley, J.G., McNamee, D., Manley, E. and Spiers, H.J., 2025. London taxi drivers exploit neighbourhood boundaries for hierarchical route planning. Cognition 256, 106014.
Malleson, N., Crooks, A., Heppenstall, A. and Manley, E., 2025. Enhancing Spatial Reasoning and Behaviour in Urban ABMs with Large-Language Models and Geospatial Foundation Models, in: The 19th International Conference on Computational Urban Planning and Urban Management (CUPUM).
Bai, Y., Prédhumeau, M. and Manley, E., 2025. Understanding the Temporal Dynamics of Urban Traffic Disruptions: A Stage-Based Congestion Model, in: The 19th International Conference on Computational Urban Planning and Urban Management (CUPUM).
Morrissey, S., Jeffs, S., Gillings, R., Khondoker, M., Fisher-Morris, M., Manley, E. and Hornberger, M., 2025a. The impact of urban vs rural environments on driving mobility and safety in older age. Transportation Research Part F: Traffic Psychology and Behaviour 114, 821–830.
Morrissey, S., Jeffs, S., Gillings, R., Khondoker, M., Varshney, A., Fisher-Morris, M., Manley, E. and Hornberger, M., 2025b. GPS navigation assistance is associated with driving mobility in older drivers. PLOS digital health 4, e0000768.
Pham, H.D., Narasimhamurthy, S.M., Mehran, B., Manley, E. and Ashraf, A., 2025. Reinforcement learning based estimation of shortest paths in dynamically changing transportation networks. Frontiers in Future Transportation 6, 1524232.
Prakoso, H. and Manley, E., 2025. A Cloud-Native Architecture for Web Mapping Visualisation While Protecting Sensitive Geospatial Data: A Case Study on Adherence Rate to Speed Limits in British Cities, in: Proceedings of the 1st ACM SIGSPATIAL International Workshop on Human-Centered Geospatial Computing.
Prédhumeau, M. and Manley, E., 2025. Agent-based modelling of older adult needs for autonomous mobility-on-demand: a case study in Winnipeg, Canada. Transportation.
Sharath, M.N., Mehran, B., Ashraf, A., Grant-Muller, S. and Manley, E., 2024. Optimizing travel costs of feeder-integrated public transport system: A methodology. Transportation Research Interdisciplinary Perspectives 28, 101289.
Smith, P., Gould, M. and Manley, E., 2025. The rise and fall of twitter data in urban analytics. Findings.
Smith, P., Manley, E. and Gould, M., 2025. Assessing Performance in Extracting Topological, Direction and Distance Spatial Relations from Reddit using LLMs, in: CEUR Workshop Proceedings. CEUR Workshop Proceedings.
Yang, Y., Chen, Y., Lv, Y.Y., Jia, X.Y., Lin, X.J., Yan, X.Y., Jia, B. and Manley, E., 2024. Quantifying city freight mobility segregation associated with truck multi-tours behavior. Sustainable Cities and Society, 113, p.105699.
Baudains, P., Kalatian, A., Choudhury, C.F. and Manley, E., 2024. Social inequality and the changing patterns of travel in the pandemic and post-pandemic era. Journal of Transport Geography, 118, p.103923.
Zhang, Y., Manley, E., Martens, K. and Batty, M., 2024. A metro smart card data-based analysis of group travel behaviour in Shanghai, China. Journal of Transport Geography, 114, p.103764.
Yavuz, E., Manley, E., Gahnstrom, C.J., Goodroe, S., Coutrot, A., Hornberger, M. and Spiers, H., 2024. Individuals learning to drive solo before age 18 have superior spatial navigation ability compared with those who learn later. Spatial Cognition & Computation, pp.1-18.
Morrissey, S., Jeffs, S., Gillings, R., Khondoker, M., Patel, M., Fisher-Morris, M., Manley, E. and Hornberger, M., 2024. The Impact of Spatial Orientation Changes on Driving Behavior in Healthy Aging. The Journals of Gerontology, Series B: Psychological Sciences and Social Sciences, 79(3), p.gbad188.
Pappalardo, L., Manley, E., Sekara, V. and Alessandretti, L., 2023. Future directions in human mobility science. Nature Computational Science, 3(7), pp.588-600.
Fernandez-Velasco, P., Coutrot, A., Oloye, H., Wiener, J.M., Dalton, R.C., Holscher, C., Manley, E., Hornberger, M. and Spiers, H.J., 2023. No link between handedness and spatial navigation: evidence from over 400 000 participants in 41 countries. Proceedings of the Royal Society B, 290(2008), p.20231514.
Bastarianto, F.F., Hancock, T.O., Choudhury, C.F. and Manley, E., 2023. Agent-based models in urban transportation: review, challenges, and opportunities. European Transport Research Review, 15(1), pp.1-20
Wilson-Aggarwal, J., Gotts, N., Arnold, K., Spyer, M.J., Houlihan, C., Nastouli, E. and Manley, E., 2022. Assessing the spatial-temporal risks of SARS-CoV-2 infection for healthcare-workers in the hospital using behavioural indices from routine data. PLOS ONE.
Walkowiak, S., Coutrot, A., Hegarty, M., Velasco, P.F., Wiener, J.M., Dalton, R.C., Hölscher, C., Hornberger, M., Spiers, H.J. and Manley, E., 2022. Cultural determinants of the gap between self-estimated navigation ability and wayfinding performance: evidence from 46 countries. Scientific Reports.
Thompson Sargoni, O. and Manley, E., 2023. Neighbourhood-level pedestrian navigation using the construal level theory. Environment and Planning B: Urban Analytics and City Science, p.23998083231158371.
Coutrot, A., Lazar, A.S., Richards, M., Manley, E., Wiener, J.M., Dalton, R.C., Hornberger, M. and Spiers, H.J., 2022. Reported sleep duration reveals segmentation of the adult life-course into three phases. Nature Communications, 13(1), p.7697.
Wilson-Aggarwal, J.K., Gotts, N., Wong, W.K., Liddington, C., Knight, S., Spyer, M.J., Houlihan, C.F., Nastouli, E. and Manley, E., 2022. Investigating healthcare worker mobility and patient contacts within a UK hospital during the COVID-19 pandemic. Communications Medicine, 2(1)
Coutrot, A., Manley, E., Goodroe, S., Gahnstrom, C., Filomena, G., Yesiltepe, D., Dalton, R.C., Wiener, J.M., Hölscher, C., Hornberger, M. and Spiers, H.J., 2022. Entropy of city street networks linked to future spatial navigation ability. Nature, 604(7904), pp.104-110.
Zhuang, M., Concannon, D. and Manley, E., 2022. A framework for evaluating dashboards in healthcare. IEEE Transactions on Visualization and Computer Graphics, 28(4), pp.1715-1731.
Griesbauer, E.M., Manley, E., Wiener, J.M. and Spiers, H.J., 2022. London taxi drivers: A review of neurocognitive studies and an exploration of how they build their cognitive map of London. Hippocampus, 32(1), pp.3-20.
Ross, S., Breckenridge, G., Zhuang, M. and Manley, E., 2021. Household visitation during the COVID-19 pandemic. Scientific Reports, 11(1).
Griesbauer, E.M., Manley, E., McNamee, D., Morley, J. and Spiers, H., 2022. What determines a boundary for navigating a complex street network: Evidence from London taxi drivers. The Journal of Navigation, 75(1), pp.15-34.
Manley, E., Ross, S. and Zhuang, M., 2021. Changing Demand for New York Yellow Cabs during the COVID-19 Pandemic. Findings, p.22158.
Zhang, Y., Marshall, S. and Manley, E., 2021. Understanding the roles of rail stations: Insights from network approaches in the London metropolitan area. Journal of Transport Geography, 94, p.103110.
Manley, E., Filomena, G. and Mavros, P., 2021. A spatial model of cognitive distance in cities. International Journal of Geographical Information Science, pp.1-23.
Heppenstall, A., Crooks, A., Malleson, N., Manley, E., Ge, J. and Batty, M., 2021. Future Developments in Geographical Agent‐Based Models: Challenges and Opportunities. Geographical Analysis, 53(1), pp.76-91.
Filomena, G., Manley, E. and Verstegen, J.A., 2020. Perception of urban subdivisions in pedestrian movement simulation. PLOS ONE, 15(12), p.e0244099.
Puthusseryppady, V., Manley, E., Lowry, E., Patel, M. and Hornberger, M., 2020. Impact of road network structure on dementia-related missing incidents: a spatial buffer approach. Scientific Reports, 10(1).
Budd, J., Miller, B.S., Manning, E.M., Lampos, V., Zhuang, M., Edelstein, M., Rees, G., Emery, V.C., Stevens, M.M., Keegan, N., Short, M.J., Pillay, D., Manley, E., Cox, I. J., Heymann, D., Johnson, A., and McKendry, R. 2020. Digital technologies in the public-health response to COVID-19. Nature Medicine, pp.1-10.
Yao, X., Gao, Y., Zhu, D., Manley, E., Wang, J. and Liu, Y., 2020. Spatial Origin-Destination Flow Imputation Using Graph Convolutional Networks. IEEE Transactions on Intelligent Transportation Systems.
Houlihan, C.F. and colleagues, 2020. Pandemic peak SARS-CoV-2 infection and seroconversion rates in London frontline health-care workers. The Lancet, 396(10246).
Chuang, F., Manley, E. and Petersen, A., 2020. The role of worldviews in the governance of sustainable mobility. Proceedings of the National Academy of Sciences (PNAS), 117(8), pp.4034-4042.
Zhang, Y., Marshall, S., Manley, E. Network Criticality and the Node-Place-Design Model: Classifying Metro Station areas in Greater London. Journal of Transport Geography.
Manley, E., Dennett, A. 2019. New Forms of Data for Understanding Urban Activity in Developing Countries. Applied Spatial Analysis and Policy. 12. 1. 45–70.
Filomena, G., Verstegen, J., Manley, E. 2019. A Computational Approach to ‘The Image of the City’. Cities. 89. 14-25.
Concannon, D., Herbst, K., Manley, E. 2019. Developing a Data Dashboard for Population Health Surveillance: Widening Access to Clinical Trial Findings. JMIR Formative Research. 3. 2. e11342.
Coutrot, A., Silva, R., Manley, E., Conroy Dalton, R., Wiener, J. M., Hölscher, C., Bohbot, V., Hornberger, M., Spiers, H. 2018. Global Determinants of Navigation Ability. Current Biology. 28(17), 2861-2866.
Sulis, P., Manley, E. Zhong, C., Batty, M. 2018. Using mobility data as proxy for measuring urban vitality. Journal of Spatial Information Science. 16, 137-162.
Manley, E., Cheng, T. 2018. Exploring the Role of Spatial Cognition in Predicting Urban Traffic Flow through Agent-based Modeling. Transportation Research Part A: Policy and Practice. 109, 14-23.
Demsar, U., Reades, J., Manley, E., Batty, M. 2018. Revisiting the past: Replicating fifty-year-old flow analysis using contemporary taxi flow data. Annals of the American Association of Geographers.
Manley, E., Zhong, C., Batty, M. 2016. Spatiotemporal Variation in Travel Regularity through Transit User Profiling. Transportation. 45(3), 703-732.
Reades, J., Zhong, C., Manley, E., Milton, R., Batty, M. 2016. Finding Pearls in London’s Oysters. Built Environment. 42 (3), 365-381.
Manley, E. 2016. Estimating the Topological Structure of Spatial Knowledge. Applied Spatial Analysis and Policy. 9. 2. 165-189.
Zhong, C., Batty, M., Manley, E., Wang, J., Wang, Z., Chen, F. and Schmitt, G., 2016. Variability in Regularity: Mining Temporal Mobility Patterns in London, Singapore and Beijing Using Smart-Card Data. PLOS ONE, 11(2), e0149222.
Manley, E. 2015. Estimating Urban Traffic Patterns through Probabilistic Interconnectivity of Road Network Junctions. PLOS ONE. 10(5): e0127095.
Manley, E., Addison, J.D., Cheng, T. 2015. Shortest Path or Anchor-Based Route Choice: A Large-Scale Empirical Analysis of Minicab Routing in London. Journal of Transport Geography. 43.
Zhong, C., Manley, E., Muller, S., Batty, M., Schmitt, G. 2015. Measuring Variability of Mobility Patterns from Multiday Smart-card Data. Journal of Computational Science. 9. 125-130.
Manley, E., Orr, S., Cheng, T. 2015. A Heuristic Model of Bounded Route Choice in Urban Areas. Transportation Research Part C: Emerging Technologies.
Manley, E. 2014. Identifying Functional Urban Regions within Traffic Flow. Regional Studies Regional Science. 1. 1. 40-42.
Manley, E., Cheng, T., Penn, A., Emmonds, A. 2014. A framework for simulating large-scale complex urban traffic dynamics through hybrid agent-based modelling. Computers, Environment and Urban Systems. 44. 27-36.
Books and Chapters
Crooks, A., Malleson, N., Manley, E., Heppenstall, A. 2019. Agent-based Modelling and Geographic Information Systems: A Practical Primer. Sage.
Crooks, A., Heppenstall, A., Malleson, N. and Manley, E., 2021. Agent-based modeling and the city: a gallery of applications. In Urban Informatics (pp. 885-910). Springer, Singapore.
Cheshire, J., Batty, M., Reades, J., Longley, P., Manley, E. and Milton, R., 2019. CyberGIS for Analyzing Urban Data. In CyberGIS for Geospatial Discovery and Innovation (pp. 33-52). Springer, Dordrecht.
Manley, E., Dennett, A., Serras, J., Zachariadis, V., Batty. M. 2016. Visualising London’s Traffic: Flow and Activity in a 21st Century City. In Traffic in Towns: The Next 50 Years.
Batty, M., Manley, E., Milton, R., Reades, J. Smart London. In Imagining the Future City: London 2062. London: Ubiquity Press.
Data and Software
Prédhumeau, M. and Manley, E., 2023. A synthetic population for agent-based modelling in Canada. Scientific Data, 10(1), p.148. nature.com/articles/s41597-023-02030-4
Manley, E; Filomena, G (2020): Methods for calculating cognitive distance and accessibility from global GIS data. 10.5522/04/11777736.v2
1000 trajectories through a level of Sea Hero QuestNetwork communities found within 700,000 taxi trajectories across LondonComputational Image of the City
