Research Publications
Highlighted
    
    
    
      Model Ensemble With Dropout for Uncertainty Estimation in Sea Ice Segmentation Using Sentinel-1 SAR
    
    
    
      IEEE Transactions on Geoscience and Remote Sensing
        ·  
      01 Jan 2023
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      doi:10.1109/TGRS.2023.3331276
    
    
      
      
        
      
      
        
  
      
    
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2025
    
    
    
      Respiratory Exacerbations Increase with Chronic PM2.5Exposure in Current and Former Smokers
    
    
    
      Cold Spring Harbor Laboratory
        ·  
      29 May 2025
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      doi:10.1101/2025.05.27.25328449
    
    
      
      
      
    
  
    
    
    
      Enhancing and Interpreting Deep Learning for Sea Ice Charting using the AutoICE Benchmark
    
    
    
      Remote Sensing Applications: Society and Environment
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      01 Apr 2025
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      doi:10.1016/j.rsase.2025.101538
    
    
      
      
        
      
      
        
  
      
    
  
    
    
    
      GeoDEN: A Visual Exploration Tool for Analyzing the Geographic Spread of Dengue Serotypes
    
    
    
      Computer Graphics Forum
        ·  
      11 Mar 2025
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      doi:10.1111/cgf.70087
    
    
      
      
        
      
      
        
  
      
    
  
    
    
    
      High-Resolution Estimation of Daily PM2.5 Levels in the Contiguous US Using Bi-LSTM with Attention
    
    
    
      Remote Sensing
        ·  
      02 Jan 2025
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      doi:10.3390/rs17010126
    
    
      
      
      
        
  
      
    
  
    
    
    
      Performance and Generalizability Impacts of Incorporating Geolocation into Deep Learning for Dynamic PM2.5 Estimation
    
    
    
      arXiv
        ·  
      01 Jan 2025
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      doi:10.48550/arXiv.2505.18461
    
    
      
      
      
        
  
      
    
  2024
    
    
    
      Semi-Supervised Multi-Source Sea Ice Classification in Small-Data Regime
    
    
    
      2024 IEEE International Conference on Big Data (BigData)
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      15 Dec 2024
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      doi:10.1109/BigData62323.2024.10825475
    
    
      
      
        
      
      
        
  
      
    
  
    
    
    
      Semi-Supervised Multi-Source Sea Ice Classification in Small-Data Regime
    
    
    
      2024 IEEE International Conference on Big Data (BigData)
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      15 Dec 2024
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      doi:10.1109/bigdata62323.2024.10825475
    
    
      
      
      
    
  
    
    
    
      Assessing vulnerability for future Zika virus outbreaks using seroprevalence data and environmental suitability maps
    
    
    
      PLOS Neglected Tropical Diseases
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      22 Mar 2024
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      doi:10.1371/journal.pntd.0012017
    
    
      
      
      
        
  
      
    
  
    
    
    
      OptiBreathe: An Earable-based PPG System for Continuous Respiration Rate, Breathing Phase, and Tidal Volume Monitoring
    
    
    
      Proceedings of the 25th International Workshop on Mobile Computing Systems and Applications
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      28 Feb 2024
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      doi:10.1145/3638550.3641136
    
    
      
      
        
      
      
        
  
      
    
  
    
    
    
      Partial Label Learning With Focal Loss for Sea Ice Classification Based on Ice Charts
    
    
    
      IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
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      01 Jan 2024
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      doi:10.1109/JSTARS.2024.3413003
    
    
      
      
        
      
      
        
  
      
    
  
    
    
    
      Texts
    
    
    
      Geographic Information Science & Technology Body of Knowledge
        ·  
      01 Jan 2024
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      doi:10.22224/gistbok/2024.1.8
    
    
      
      
      
        
  
      
    
  2023
    
    
    
      Alternatives to Contour Visualizations for Power Systems Data
    
    
    
      2023 Workshop on Energy Data Visualization (EnergyVis)
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      22 Oct 2023
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      doi:10.1109/energyvis60781.2023.00009
    
    
      
      
        
      
      
        
  
      
    
  
    
    
    
      Enhancing sea ice segmentation in Sentinel-1 images with atrous convolutions
    
    
    
      International Journal of Remote Sensing
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      02 Sep 2023
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      doi:10.1080/01431161.2023.2248560
    
    
      
      
        
      
      
        
  
      
    
  
    
    
    
      Characterizing Spatial Accessibility of COVID-19 Testing and Vaccination Sites using Dasymetric Mapping and GIS
    
    
    
      Advances in Cartography and GIScience of the ICA
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      07 Aug 2023
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      doi:10.5194/ica-adv-4-12-2023
    
    
      
      
      
        
  
      
    
  
    
    
    
      Increasing the Spatial Coverage of Atmospheric Aerosol Depth Measurements using Random Forest and Mean Filters
    
    
    
      IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium
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      16 Jul 2023
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      doi:10.1109/igarss52108.2023.10282685
    
    
      
      
        
      
      
        
  
      
    
  
    
    
    
      Deep Learning on SAR Imagery: Transfer Learning Versus Randomly Initialized Weights
    
    
    
      IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium
        ·  
      16 Jul 2023
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      doi:10.1109/igarss52108.2023.10281892
    
    
      
      
        
      
      
        
  
      
    
  
    
    
    
      Comparison of Cross-Entropy, Dice, and Focal Loss for Sea Ice Type Segmentation
    
    
    
      IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium
        ·  
      16 Jul 2023
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      doi:10.1109/igarss52108.2023.10282060
    
    
      
      
        
      
      
        
  
      
    
  
    
    
    
      Hang-Time HAR: A Benchmark Dataset for Basketball Activity Recognition Using Wrist-Worn Inertial Sensors
    
    
    
      Sensors
        ·  
      25 Jun 2023
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      doi:10.3390/s23135879
    
    
      
      
      
        
  
      
    
  
    
    
    
      Forecasting COVID-19 and Other Infectious Diseases for Proactive Policy: Artificial Intelligence Can Help
    
    
    
      Journal of Urban Health
        ·  
      23 Jan 2023
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      doi:10.1007/s11524-022-00714-7
    
    
      
      
        
      
      
        
  
      
    
  
    
    
    
      Model Ensemble With Dropout for Uncertainty Estimation in Sea Ice Segmentation Using Sentinel-1 SAR
    
    
    
      IEEE Transactions on Geoscience and Remote Sensing
        ·  
      01 Jan 2023
        ·  
      doi:10.1109/TGRS.2023.3331276
    
    
      
      
        
      
      
        
  
      
    
  2022
    
    
    
      Global Impact of COVID-19 Pandemic on Physical Activity Habits of Competitive Runners: An Analysis of Wearable Device Data
    
    
    
      International Journal of Environmental Research and Public Health
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      10 Oct 2022
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      doi:10.3390/ijerph191912933
    
    
      
      
      
        
  
      
    
  
    
    
    
      The United States COVID-19 Forecast Hub dataset
    
    
    
      Scientific Data
        ·  
      01 Aug 2022
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      doi:10.1038/s41597-022-01517-w
    
    
      
      
        
      
      
        
  
      
    
  
    
    
    
      Big Data Community Algorithms: Deep Learning for Mapping
    
    
    
      Zenodo
        ·  
      01 Mar 2022
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      doi:10.5281/ZENODO.6320982
    
    
      
      
      
        
  
      
    
  
    
    
    
      A spatiotemporal machine learning approach to forecasting COVID-19 incidence at the county level in the USA
    
    
    
      International Journal of Data Science and Analytics
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      15 Jan 2022
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      doi:10.1007/s41060-021-00295-9
    
    
      
      
        
      
      
        
  
      
    
  2021
    
    
    
      Spatiotemporal prediction of COVID-19 cases using inter- and intra-county proxies of human interactions
    
    
    
      Nature Communications
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      08 Nov 2021
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      doi:10.1038/s41467-021-26742-6
    
    
      
      
        
      
      
        
  
      
    
  
    
    
    
      Sea ice type classification in the Chukchi sea using deep learning
    
    
    
      figshare
        ·  
      01 Jan 2021
        ·  
      doi:10.6084/M9.FIGSHARE.14772891.V1
    
    
      
      
      
        
  
      
    
  
    
    
    
      Classifying Narcotrafficking Spatial Event Documents using Transformers
    
    
    
      Spatial Data Science Symposium 2021 (online)
        ·  
      01 Jan 2021
        ·  
      doi:10.25436/E2B88Q
    
    
      
      
        
      
      
        
  
      
    
  2020
    
    
    
      STULL: Unbiased Online Sampling for Visual Exploration of Large Spatiotemporal Data
    
    
    
      2020 IEEE Conference on Visual Analytics Science and Technology (VAST)
        ·  
      01 Oct 2020
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      doi:10.1109/vast50239.2020.00012
    
    
      
      
      
    
  
    
    
    
      Route Packing: Geospatially-Accurate Visualization of Route Networks
    
    
    
      Proceedings of the Annual Hawaii International Conference on System Sciences
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      01 Jan 2020
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      doi:10.24251/hicss.2020.168
    
    
      
      
      
    
  
    
    
    
      Human-guided visual analytics for big data.
    
    
    
      Big data in psychological research.
        ·  
      01 Jan 2020
        ·  
      doi:10.1037/0000193-008
    
    
      
      
        
      
      
        
  
      
    
  
    
    
    
      VASSL: A Visual Analytics Toolkit for Social Spambot Labeling
    
    
    
      IEEE Transactions on Visualization and Computer Graphics
        ·  
      01 Jan 2020
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      doi:10.1109/tvcg.2019.2934266
    
    
      
      
      
    
  2019
    
    
    
      City-level Geolocation of Tweets for Real-time Visual Analytics
    
    
    
      Proceedings of the 3rd ACM SIGSPATIAL International Workshop on AI for Geographic Knowledge Discovery
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      05 Nov 2019
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      doi:10.1145/3356471.3365243
    
    
      
      
      
    
  
    
    
    
      Situational Awareness Enhanced through Social Media Analytics: A Survey of First Responders
    
    
    
      2019 IEEE International Symposium on Technologies for Homeland Security (HST)
        ·  
      01 Nov 2019
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      doi:10.1109/hst47167.2019.9033003
    
    
      
      
      
    
  
    
    
    
      FeatureExplorer: Interactive Feature Selection and Exploration of Regression Models for Hyperspectral Images
    
    
    
      2019 IEEE Visualization Conference (VIS)
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      01 Oct 2019
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      doi:10.1109/visual.2019.8933619
    
    
      
      
      
    
  
    
    
    
      Social Media for Sensing: Do Tweets Represent Events at Geo-Tagged Locations?
    
    
    
      Abstracts of the ICA
        ·  
      15 Jul 2019
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      doi:10.5194/ica-abs-1-160-2019
    
    
      
      
      
    
  
    
    
    
      Bridging the Data Analysis Communication Gap Utilizing a Three‐Component Summarized Line Graph
    
    
    
      Computer Graphics Forum
        ·  
      01 Jun 2019
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      doi:10.1111/cgf.13696
    
    
      
      
      
    
  
    
    
    
      GeoAnnotator: A Collaborative Semi-Automatic Platform for Constructing Geo-Annotated Text Corpora
    
    
    
      ISPRS International Journal of Geo-Information
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      27 Mar 2019
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      doi:10.3390/ijgi8040161
    
    
      
      
      
    
  
    
    
    
      GeoTxt: A scalable geoparsing system for unstructured text geolocation
    
    
    
      Transactions in GIS
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      16 Jan 2019
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      doi:10.1111/tgis.12510
    
    
      
      
      
    
  
    
    
    
      The Validity, Generalizability and Feasibility of Summative Evaluation Methods in Visual Analytics
    
    
    
      IEEE Transactions on Visualization and Computer Graphics
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      01 Jan 2019
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      doi:10.1109/tvcg.2019.2934264
    
    
      
      
      
    
  
    
    
    
      MetricsVis: A Visual Analytics System for Evaluating Employee Performance in Public Safety Agencies
    
    
    
      IEEE Transactions on Visualization and Computer Graphics
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      01 Jan 2019
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      doi:10.1109/tvcg.2019.2934603
    
    
      
      
      
    
  
    
    
    
      Interactive Learning for Identifying Relevant Tweets to Support Real-time Situational Awareness
    
    
    
      IEEE Transactions on Visualization and Computer Graphics
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      01 Jan 2019
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      doi:10.1109/tvcg.2019.2934614
    
    
      
      
      
    
  2017
    
    
    
      GeoCorpora: building a corpus to test and train microblog geoparsers
    
    
    
      International Journal of Geographical Information Science
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      11 Sep 2017
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      doi:10.1080/13658816.2017.1368523
    
    
      
      
      
    
  2016
    
    
    
      Performance evaluation measures for toponym resolution
    
    
    
      Proceedings of the 10th Workshop on Geographic Information Retrieval
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      31 Oct 2016
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      doi:10.1145/3003464.3003472
    
    
      
      
      
    
  2015
    
    
    
      Towards contextualized models of spatial relations
    
    
    
      Proceedings of the 9th Workshop on Geographic Information Retrieval
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      26 Nov 2015
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      doi:10.1145/2837689.2837692
    
    
      
      
      
    
  2014
    
    
    
      Construction and first analysis of a corpus for the evaluation and training of microblog/twitter geoparsers
    
    
    
      Proceedings of the 8th Workshop on Geographic Information Retrieval
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      04 Nov 2014
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      doi:10.1145/2675354.2675701
    
    
      
      
      
    
  2013
    
    
    
      GeoTxt
    
    
    
      Proceedings of the 7th Workshop on Geographic Information Retrieval
        ·  
      05 Nov 2013
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      doi:10.1145/2533888.2533942