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Liliana Perez

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Professeure titulaire

Faculté des arts et des sciences - Département de géographie

Complexe des sciences office B-5009

l.perez@umontreal.ca

514 343-8003

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PhD - Spatial and Geographic Information Science (SGIS)
2011 , Simon Fraser University (Canada)

Affiliations

  • Membre – CEF — Centre d'étude de la forêt
  • Membre – CSBQ — Centre de la science de la biodiversité du Québec
  • Membre – CReSP — Centre de recherche en santé publique

Education Programs

  • Fundamental and Applied Sciences Life Sciences Environment and Sustainable Development
  • Fundamental and Applied Sciences Environment and Sustainable Development Humanities
  • Fundamental and Applied Sciences Life Sciences Environment and Sustainable Development
  • Environment and Sustainable Development Fundamental and Applied Sciences Life Sciences
  • Humanities Fundamental and Applied Sciences Environment and Sustainable Development
  • Fundamental and Applied Sciences
  • PhD in Geography – Fundamental and Applied Sciences Environment and Sustainable Development Humanities

Courses

  • GEO3015 SIG3 - Projet
  • GEO6149 Sujet spécial en géomatique
  • GEO6352 SIG : Analyse des données spatiales

Areas of Expertise

Responsabilities and outreach Expand all Collapse all

Responsabilités administratives

Student supervision Expand all Collapse all

Harnessing geospatial artificial intelligence (GeoAI) and complex systems science to sustain pollination in a changing environment Thèses et mémoires dirigés / 2026 - 2026
Graduate : Mahdizadeh Gharakhanlou, Navid
Cycle : Doctoral
Grade : Ph. D.

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Applications de l’intelligence artificielle géospatiale (GéoIA) pour analyser les effets du paysage sur la santé des ruches Thèses et mémoires dirigés / 2024 - 2024
Graduate : Vadnais, Julien
Cycle : Master's
Grade : M. Sc.

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Modélisation, simulation et analyse des dynamiques spatiales des zones humides urbaines par automate cellulaire : une étude de cas à la ville de Bogota, Colombie Thèses et mémoires dirigés / 2023 - 2023
Graduate : Cuellar Roncancio, Yenny Andrea
Cycle : Master's
Grade : M. Sc.

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Portée de l’exploitation du lapin (Oryctolagus cuniculus) par les humains au Dernier Maximum Glaciaire dans la Péninsule Ibérique : intégration de la Optimal Foraging Theory avec la Modélisation à Base d’Agents Thèses et mémoires dirigés / 2023 - 2023
Graduate : Seuru, Samuel
Cycle : Doctoral
Grade : Ph. D.

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The prevalence of complexity in flammable ecosystems and the application of complex systems theory to the simulation of fire spread Thèses et mémoires dirigés / 2022 - 2022
Graduate : Katan, Jeffrey
Cycle : Master's
Grade : M. Sc.

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Towards simulating the emergence of environmentally responsible behavior among natural resource users : an integration of complex systems theory, machine learning and geographic information science Thèses et mémoires dirigés / 2022 - 2022
Graduate : Harati Asl, Saeed
Cycle : Doctoral
Grade : Ph. D.

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Modélisation spatiale du dauphin chilien (Cephalorhynchus eutropia) : le cas de Seno Skyring au Chili Thèses et mémoires dirigés / 2022 - 2022
Graduate : Demers, Simon
Cycle : Master's
Grade : M. Sc.

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Modélisation complexe des interactions entre la végétation et le déplacement des sédiments Thèses et mémoires dirigés / 2020 - 2020
Graduate : Gauvin-Bourdon, Phillipe
Cycle : Master's
Grade : M. Sc.

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Effet du changement climatique et de la phénologie de l’arbre hôte sur l’étendue spatiale des épidémies de la tordeuse des bourgeons de l’épinette : une approche à base d’agents Thèses et mémoires dirigés / 2020 - 2020
Graduate : Sauri Ramirez, Jennifer
Cycle : Master's
Grade : M. Sc.

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Modélisation spatiale des changements dans les milieux humides ouverts par automate cellulaire : étude de cas sur la région administrative de l’Abitibi-Témiscamingue, au Québec, Canada Thèses et mémoires dirigés / 2018 - 2018
Graduate : De Oliveira Tine, Mariana
Cycle : Master's
Grade : M. Sc.

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Thèses et mémoires dirigés

Research projects Expand all Collapse all

Supporting climate change interventions for urban health and equity: A participatory complex system perspective Projet de recherche au Canada / 2025 - 2031

Lead researcher : Yan Kestens
Co-researchers : Sébastien Lord , Liliana Perez , Cécile Aenishaenslin , Bouchra Nasri , Evelyne de Leeuw , Marie-Christine Therrien , Daniel Fuller
Funding sources: IRSC/Instituts de recherche en santé du Canada
Grant programs: PVXXXXXX-(PJT) Subvention Projet

Combining Geospatial AI (GeoAI), Complex Systems Science and GIScience methods to develop decision-making tools for a sustainable management of urban and peri-urban landscape Projet de recherche au Canada / 2024 - 2030

Lead researcher : Liliana Perez
Funding sources: CRSNG/Conseil de recherches en sciences naturelles et génie du Canada (CRSNG)
Grant programs: PVX20965-(RGP) Programme de subvention à la découverte individuelle ou de groupe

Centre de la Science de la Biodiversite du Quebec_CSBQ / Quebec Centre for Biodiversity Science_QCBS (2022-2028) / Landscape composition as an environmental driver of urban beehives' health Projet de recherche au Canada / 2024 - 2029

Funding sources: FRQNT/Fonds de recherche du Québec - Nature et technologies (FQRNT)
Grant programs: PVXXXXXX-(RS) Programme de regroupements stratégiques

The Vertical Border: How Aerial Technology is Reshaping Border Security Projet de recherche au Canada / 2025 - 2028

Lead researcher : Luna Vives
Co-researchers : Liliana Perez
Funding sources: CRSH/Conseil de recherches en sciences humaines du Canada
Grant programs: PV153480-Subventions de développement Savoir

Impacts économiques panquébécois des changements climatiques sur l'agriculture et l'adaptation (P-QEICCAA) Projet de recherche au Canada / 2023 - 2027

Lead researcher : Terence Epule Epule
Co-researchers : Liliana Perez
Funding sources: FRQSC/Fonds de recherche du Québec - Société et culture (FQRSC)
Grant programs: PVXXXXXX-(AC) Actions concertées - générique

GeoAI and GIScience to model and simulate the environmental determinants of beehives’ health Projet de recherche au Canada / 2023 - 2025

Lead researcher : Liliana Perez
Funding sources: MITACS Inc. , Ministère de l’Enseignement supérieur
Grant programs: PVXXXXXX-Stage Accélération Québec - MITACS ,

Complex Systems Approach for Studying Spatiotemporal Patterns of Disturbance as a Result of Climate Change Projet de recherche au Canada / 2016 - 2025

Lead researcher : Liliana Perez
Funding sources: CRSNG/Conseil de recherches en sciences naturelles et génie du Canada (CRSNG)
Grant programs: PVX20965-(RGP) Programme de subvention à la découverte individuelle ou de groupe

Towards Representation of Collective Memory: A Holonic Multi-Agent System Projet de recherche au Canada / 2022 - 2024

Lead researcher : Liliana Perez
Funding sources: MITACS Inc.
Grant programs: PVXXXXXX-Stage Accélération Québec - MITACS

Impact de la variabilité environnementale sur la dynamique des populations et l’évolution biologique et culturelle de la lignée humaine. Projet de recherche au Canada / 2018 - 2024

Lead researcher : Ariane Burke
Co-researchers : Michelle Drapeau , Liliana Perez , Julien Riel-Salvatore , James King , Michael Bisson , Anne Devernal , Matthew Peros , Francesco Pausata
Funding sources: FRQSC/Fonds de recherche du Québec - Société et culture (FQRSC)
Grant programs: PVXXXXXX-(SE) Programme Soutien aux équipes de recherche - Stade de développement : Renouvellement

GeoAI and GIScience to model and simulate the environmental determinants of beehives’ health Projet de recherche au Canada / 2023 - 2023

Lead researcher : Liliana Perez

Développement d'un prototype de modèle à base d'agents pour comprendre la construction de la mémoire collective au sein d’une communauté Projet de recherche au Canada / 2022 - 2022

Lead researcher : Liliana Perez
Funding sources: MITACS Inc.
Grant programs: PVXXXXXX-Stage Accélération Québec - MITACS

Centre de la science de la biodiversité du Québec CSBQ / Modeling the effect of environmental factors and animal-dispersed woody plants on the spatial distribution of new Iberian forests Projet de recherche au Canada / 2018 - 2022

Lead researcher : Andrew Gonzalez
Co-researchers : Liliana Perez
Funding sources: FRQNT/Fonds de recherche du Québec - Nature et technologies (FQRNT)
Grant programs: PVXXXXXX-(RS) Programme de regroupements stratégiques

IC-IMPACTS COVID-19 HQP Funding Supplement /Mobile App for improving survival in fires through efficient egress: The role of impromptu indoor WiFi localization and georeferenced building maps. Projet de recherche au Canada / 2021 - 2021

Lead researcher : Raja Sengupta , Naik Vinayak
Co-researchers : Liliana Perez
Funding sources: Secrétariat Inter-Conseil et Réseaux des centres d'excellence (RCE)
Grant programs: PV143493-(RCE) Réseaux de centres d'excellence

« Development of an online tool for crowd movement simulation research » Projet de recherche au Canada / 2021 - 2021

Lead researcher : Liliana Perez
Funding sources: MITACS Inc.
Grant programs: PVXXXXXX-Stage Accélération Québec - MITACS

Supplément COVID-19 CRSNG_Complex Systems Approach for Studying Spatiotemporal Patterns of Disturbance as a Result of Climate Change Projet de recherche au Canada / 2020 - 2021

Lead researcher : Liliana Perez
Funding sources: CRSNG/Conseil de recherches en sciences naturelles et génie du Canada (CRSNG)
Grant programs: PVXXXXXX-Supplément à l’appui des étudiants, des stagiaires postdoctoraux et du personnel de soutien à la recherche COVID-19

Mobile App for improving survival in fires through efficient egress: The role of impromptu indoor WiFi localization and georeferenced building maps. Projet de recherche au Canada / 2019 - 2021

Lead researcher : Liliana Perez
Co-researchers : Raja Sengupta , Naik Vinayak
Funding sources: Secrétariat Inter-Conseil et Réseaux des centres d'excellence (RCE)
Grant programs: PV143493-(RCE) Réseaux de centres d'excellence

Publications Expand all Collapse all

Articles publiés dans des revues avec comité de lecture  (*Membres de mon groupe de recherche)

  1. Perez, L.; Yousefi, M.; Mahdizadeh, N.*; Vukicevic, S.; Dragicevic, S. (2026). Census-Validated Agent-Based Modeling of Immigrant Settlement and Diversity in Metro Vancouver. Computers, Environment and Urban Systems, 130, 102515 

  2. Plante, J; Brunelle, C.B; Perez, L. (2026). Characterizing landslide‐induced floods using the SWOT mission: A case study on the Chilcotin River, Canada. Geophysical Research Letters, 53(5):e2025GL119357

  3. Seuru, S; Grimm, V; Barton, M; Perez, L; Gharakhanlou, N.M*; Sengupta, R; Dagnino, A.M*, (2026). The ODE (Overview, Data, and Execution) protocol for a standardized use of machine learning in environmental, social and related interdisciplinary sciences. Environmental Modelling & Software, 198, 10691

  4. Mahdizadeh, N*; Perez, L. (2025). Spatial Susceptibility Mapping of Boreal Forest Fires: Insights from Quebec’s Historical and Future Trends (1980-2050). Advances in Cartography and GIScience of the ICA, 5, 20.

  5. Molowny-Horas, R; Harati, S*; Perez, L. (2025). Understanding Forest Insect Outbreak Dynamics: A Comparative Analysis of Machine Learning Techniques. Geo-spatial Information Science, 29(2), 1196-1213.

  6. Mahdizadeh, N*; Vadnais, J*; Perez, L; Coallier, N. (2025). Urban buzz or urban bust? Beekeeping challenges, suitability, and survival insights in Montreal, Canada. Ecological Informatics, 90:103296.

  7. Zhao, L. Q.*, Dragicevic, S., Balram, S. & Perez, L., (2025). Assessing the Number of Criteria in GIS-Based Multicriteria Evaluation: A Machine Learning Approach. Geographical Analysis, 57(3):489-506.

  8. Vadnais, J*; Perez, L; Coallier, N. (2025). Assessing foraging landscape quality in Quebec's commercial beekeeping through remote sensing, machine learning, and survival analysis. Journal of Environmental Management., 374:124157.

  9. Mahdizadeh, N*; Perez, L; Henry, E. (2025). Evaluating environmental, weather, and management influences for sustainable beekeeping in California and Quebec: Enhancing beehive survival predictions. Journal of Environmental Management, 373:123783.

  10. Coallier, N; Perez, L; Fraser Franco, M; Cuellar, Y*; Vadnais, J*. (2025). Poor air quality raises mortality in honey bees, a concern for all pollinators. Communications Earth & Environment, 6(1):126.

  11. Chu, H*; Wu, J; Perez, L; Huang, Y. (2024). Exploring Family Ties and Interpersonal Dynamics – A Geospatial Simulation Analyzing their Influence on Evacuation Efficiency within Urban Communities. ISPRS International Journal of Geo-Information, 13(7):258.

  12. Mahdizadeh, N.*; Perez, L., (2024). From data to harvest: Leveraging ensemble machine learning for enhanced crop yield predictions across Canada amidst climate change. Science of The Total Environment, 951:175764.

  13. Perez, L; Cuellar, Y*; Gibbons, J; Pinilla, E; Demers, S*; Capella, J. (2024). Mapping the Future: Revealing Habitat Preferences and Patterns of the Endangered Chilean Dolphin in Seno Skyring, Patagonia. Biology, 13(7):514.

  14. Harati, S*; Perez, L; Molowny-Horas, R. (2024). Learning from conceptual models – a study of emergence of cooperation towards resource protection in a social-ecological system. Geoscientific Model Development, 17(20): 7423–7443

  15. Mahdizadeh, N*; Perez, L; Coallier, N. (2024). Mapping Crop Types for Beekeepers Using Sentinel-2 Satellite Image Time Series: Five Essential Crops in the Pollination Services. Remote Sensing, 16(22):4425

  16. Perez L, Sengupta R. (2024). Big Data (r)evolution in Geography: Complexity Modeling in the last two decades. Geography Compass, 18(11): e70009; https://doi.org/10.1111/gec3.70009

  17. Seuru, S.*, Burke, A., & Perez, L. (2024). Evidence of an age and/or gender-based division of labor during the Last Glacial Maximum in Iberia through rabbit hunting. Journal of Archaeological Science: Reports, 56, 104560; https://doi.org/10.1016/j.jasrep.2024.104560

  18. Cuellar, Y. A.*, Perez, L. (2023). Multitemporal modeling and simulation of the complex dynamics in urban wetlands: the case of Bogota, Colombia. Scientific Reports, 13, 9374; https://doi.org/10.1038/s41598-023-36600-8

  19. Cuellar, Y. A.*, Perez, L., (2023). Assessing the accuracy of sensitivity analysis: an application for a cellular automata model of Bogota’s urban wetland changes. Geocarto International, 38:1, https://10.1080/10106049.2023.2186491

  20. Mahdizadeh, N.*, Perez, L., (2023). Flood susceptible prediction through the use of geospatial variables and machine learning methods. Journal of Hydrology, 2022, 24(11), 129121; https://doi.org/10.1016/j.jhydrol.2023.129121 

  21. Mahdizadeh, N.*, Perez, L., (2022). Geocomputational Approach to Simulate and Understand the Spatial Dynamics of COVID-19 Spread in the City of Montreal, QC, Canada. ISPRS International Journal of Geo-Information​, 2022, 11(12), 596; https://doi.org/10.3390/ijgi11120596

  22. Mahdizadeh, N.*, Perez, L., (2022). Spatial Prediction of Current and Future Flood Susceptibility: Examining the Implications of Changing Climates on Flood Susceptibility Using Machine Learning Models. Entropy, 24(11), 1630; https://doi.org/10.3390/e24111630

  23. Seuru, S., Burke, A., & Perez, L., (2021). Réflexions sur la proportion du lapin de garenne (Oryctolagus cuniculus) dans le régime alimentaire des chasseurs-cueilleurs autour du Dernier Maximum Glaciaire en Ibérie. Trabajos De Prehistoria, 78(2), 221–236; https://doi.org/10.3989/tp.2021.12273

  24. Harati, S.*, Perez, L., Molowny-Horas, R., (2021). Promoting the Emergence of Behavior Norms in a Principal–Agent Problem—An Agent-Based Modeling Approach Using Reinforcement Learning. Applied Sciences, 11 (18), 8368; https://doi.org/10.3390/app11188368

  25. Harati, S.*, Perez, L., Molowny-Horas, R. & Pontius, R. G., (2021). Validating models of one-way land change: an example case of forest insect disturbance. Landscape Ecology, 36, 2919–2935, https://doi.org/10.1007/s10980-021-01272-0

  26. Katan, J.* and Perez, L., (2021). ABWiSE v1.0: Toward and Agent-Based Approach to Simulating Wildfire Spread. Natural Hazards and Earth System Sciences. 21 (10), 3141-3160, https://doi.org/10.5194/nhess-21-3141-2021 

  27. Patel J., Katan, J.*, Perez, L., Sengupta, R., (2021). Transferring Decision Boundaries onto a Geographic Space: Agent-Rules Extracted from Movement Data using Classification Trees. Transactions in GIS, 25 (3), 1176-1192, https://doi.org/10.1111/tgis.12770

  28. Gauvin-Bourdon, P., King, J., & Perez, L., (2021). Impacts of grazing on vegetation dynamics in a sediment transport complex model. Earth Surface Dynamics, 9 (1), 29-45, https://doi.org/10.5194/esurf-9-29-2021

  29. Anderson, T., Leung, A., Perez, L., & Dragićević, S., (2021). Investigating the Effects of Panethnicity in Geospatial Models of Segregation. Applied Spatial Analysis and Policy, 14, 273-295, https://doi.org/10.1007/s12061-020-09355-2

  30. Anderson, T., Leung, A., Dragicevic, S., & Perez, L., (2021). Modeling the geospatial dynamics of residential segregation in three Canadian cities: An agent‐based approach. Transactions in GIS, 25(2), 948-967, https://doi.org/10.1111/tgis.12712

  31. Harati, S.*, Perez, L., & Molowny-Horas, R., (2020). Integrating Neighborhood Effect and Supervised Machine Learning Techniques to Model and Simulate Forest Insect Outbreaks in British Columbia, Canada. Forests, 11(11), 1215, https://doi.org/10.3390/f11111215.

  32. Tiné, M.*, Perez, L., & Molowny-Horas, R., (2020). Modelagem das mudanças espaço-temporais de áreas úmidas: estudo de caso da Região Administrativa de Abitibi-Témiscamingue – Québec, Canadá. Revista Cartográfica, (101), 119-134, https://doi.org/10.35424/rcarto.v0i101.672.

  33. Tiné, M.*, Perez, L., Molowny-Horas, R., (2019). Fundamentos teóricos de modelagem em Sistemas Complexos. Revista Contexto Geográfico, v. 4, n. 7:111– 120. (Lien vers l'article)

  34. Perez L., Dragicevic S., Gaudreau J.*, (2019). A geospatial agent-based model of the spatial urban dynamics of immigrant population: A study of the island of Montreal, Canada. PLoS ONE, 14(7): e0219188, https://doi.org/10.1371/journal.pone.0219188.

  35. Quesada-Ruiz, L.C.*, Perez, L. and Rodriguez-Galiano, V., (2019). Spatiotemporal analysis of the housing bubble's contribution to the proliferation of illegal landfills – The case of Gran Canaria. Science of the Total Environment, 687:104-117

  36. Tiné, M.*, Perez, L., Molowny-Horas, R., Darveau, M.,(2019). Hybrid spatiotemporal simulation of future changes in open wetlands : A study of the Abitibi-Témiscamingue region, Québec, Canada. International Journal of Applied Earth Observations and Geoinformation, 74, 302–313

  37. Gaudreau, J.*, Perez, L. and Harati, S*. (2018) Towards Modelling Future Trends of Quebec's Boreal Birds Distribution under Climate Change. ISPRS International Journal of Geo-Information, 7(9):335. (Lien vers l'article)

  38. Gaudreau, J.*, Perez, L. and Drapeau, P. (2016) BorealFireSim: A GIS-based Cellular Automata Model of Wildfires for the Boreal Forest of Quebec in a Climate Change Paradigm. Ecological Informatics, 32:12-27. (Scopus)

  39. Perez, L., Nelson, T.A., Coops, N.C., Fontana, F. and Drever, CR (2016) Characterization of spatial relationships between three remotely sensed indirect indicators of biodiversity and climate: a 21years' data series review across the Canadian boreal forest. International Journal of Digital Earth, 9(7):676-696. (Scopus)

Communications Expand all Collapse all

  1. Perez, L., (2026). How Immigrants Reshape Cities: Simulating Urban Diversity with Geospatial Agent-Based Modeling. GeoSpectives (McGill University), Montreal, Canada, February 16.

  2. Perez, L., (2025). Agentes, algoritmos e identidad urbana: modelización de la dinámica de asentamiento de los inmigrantes. Viernes de Investigación (Instituto Geográfico Agustín Codazzi – IGAC), Bogotá, Colombia, July 11.

  3. Perez, L., (2024). L'apprentissage automatique pour mieux comprendre l'impact de la mauvaise qualité de l'air sur l'augmentation de la mortalité des abeilles mellifères : Donnons une voix aux abeilles ! Les Lundis Biologiques (UdeM), Montreal, Canada, December 9.

  4. Plunkett, G; Hintz, D; Kralidis, T; O’Rourke, B; Perez, L. (2024). The transformative role of industry in national geospatial strategy and spatial data infrastructure. OGC Canada Forum – Experts Panel, Montreal, Canada, June 17-18.

  5. Kellett, N; Santana, M; Parkinson, W.; Perez, L. (2024). Leading with Data: Geomatics and Its Role in Climate Resilience. GeoIgnite 2024 - Scientific Panel, Ottawa, Canada, May 13-15.

  6. Harati, S.*, Perez, L., &  Molowny-Horas, R. &Pontius Jr, R. G., (2021). Validation of Irreversible Spatially-Spreading Land Change Models – an Example of Forest Insect Infestations. International Association of Landscape Ecologists - North America (IALE-NA) 2021. Online. April 12-16.

  7. Cuellar, Y. A.*, Perez, L., (2021). Modeling, Simulation and Spatial Dynamics Analysis in Urban Wetlands by Cellular Automata: a Case Study of Bogota city, Colombia. International Association of Landscape Ecologists - North America (IALE-NA) 2021. Online. April 12-16.

  8. Harati, S.*, Perez, L., & Molowny-Horas, R. & Pontius Jr, R. G., (2021). Use of proximity as a baseline for comparison in validating models of irreversible land change. American Association of Geographers (AAG) 2021. Online. April -9.

  9. Patel J., Katan, J.*, Perez, L., Sengupta, R., (2020). Transferring Decision Boundaries onto a Geographic Space: Agent-Rules Extracted from Movement Data using Classification Trees. IEEE VIS 2020 Workshop. Online. October 26th.

  10. Quesada-Ruiz, L. C.*, Perez, L., Rodriguez-Galiano, V. and Aragones, D., (2020). Spatiotemporal analysis of the housing bubble's contribution to the proliferation of illegal landfills – The case of Gran Canaria. EGU General Assembly 2020. Online. May 4–8.

  11. Harati, S.*, Perez, L., Molowny-Horas, R., (2020). Validation of a forest insect infestation model with the method of 3-map comparison at multiple resolutions. ESRI Canada Conference on GIS in Education and Research. Toronto, ON, Canada, March 4-5.

  12. Katan, J.*, Perez, L., Sengupta, R., (2020). Harnessing Chaos: Using agent-based modelling to study the effects of poor decision-making during building evacuation. ESRI Canada Conference on GIS in Education and Research. Toronto, ON, Canada, March 4-5.

  13. Perez, L., Dragicevic, S., (2019). The role of language in urban segregation: an agent-based model of the spatial dynamics of immigrants in Montreal, Canada. ABMUS2019: The 4th International Workshop on Agent-Based Modelling of Urban Systems, Montreal, QC, Canada, May 14.

  14. Patel, J., Jones, B.*, Perez, L., Sengupta, R., (2019). Uncovering landscape desirability with classification trees. SKI 2019 - Spatial Knowledge and Information Canada, Banff, AB, Canada, February 21-24.

  15. Sengupta, R., Perez, L., (2018). Big Data (r)evolution in ABM and Complexity Science. 10th International Conference on Geographic Information Science, Melbourne, VIC, Australia, August 28-31.

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GIS Ambassador Spotlight: Dr. Liliana Perez

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