Publications

AI and Earth Observation for socioeconomic development and humanitarian response.

2024

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    AI-powered school mapping and connectivity status prediction using Earth Observation
    Kelsey Doerksen, Isabelle Tingzon, and Do-Hyung Kim
    In ICLR 2024 Machine Learning for Remote Sensing (ML4RS) Workshop, May 2024

2023

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    Mapping Housing Stock Characteristics from Drone Images for Climate Resilience in the Caribbean
    Isabelle Tingzon, Nuala Margaret Cowan, and Pierre Chrzanowski
    In NeurIPS 2023 Workshop on Tackling Climate Change with Machine Learning, May 2023
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    Fusing VHR Post-Disaster Aerial Imagery and LiDAR Data for Roof Classification in the Caribbean
    Isabelle Tingzon, Nuala Margaret Cowan, and Pierre Chrzanowski
    In Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops, Oct 2023
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    Towards Impactful Applications of AI4EO in the Global South
    Isabelle Tingzon, James Matthew Miraflor, Xiao Xiang Zhu, and 1 more author
    In 2023 Joint Urban Remote Sensing Event (JURSE), Oct 2023

2021

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    Identifying Chronic Disease Patients using Predictive Algorithms in Pharmacy Administrative Claims: An Application in Rheumatoid Arthritis
    Ervant J Maksabedian Hernandez, Isabelle Tingzon, Lorenzo Ampil, and 1 more author
    Journal of Medical Economics, Oct 2021

2020

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    Interpretable poverty mapping using social media data, satellite images, and geospatial information
    Chiara Ledesma, Oshean Lee Garonita, Lorenzo Jaime Flores, and 2 more authors
    In Machine Learning for the Developing World (ML4D) NeurIPS Workshop, Oct 2020
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    Mapping New Informal Settlements using Machine Learning and Time Series Satellite Images: An Application in the Venezuelan Migration Crisis
    Isabelle Tingzon, Niccolo Dejito, Ren Avell Flores, and 7 more authors
    In 2020 IEEE/ITU International Conference on Artificial Intelligence for Good (AI4G), Oct 2020
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    Mapping Socioeconomic Indicators using Social Media Advertising Data
    Masoomali Fatehkia, Isabelle Tingzon, Ardie Orden, and 4 more authors
    EPJ Data Science, Oct 2020

2019

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    Mapping Poverty in the Philippines Using Machine Learning, Satellite Imagery, and Crowd-sourced Geospatial Information
    Isabelle Tingzon, Ardie Orden, KT Go, and 6 more authors
    International Archives of the Photogrammetry, Remote Sensing & Spatial Information Sciences, Oct 2019