A Video Machine Learning Framework for Spatiotemporal Analysis of Complex Urban Dynamics
Published by
Transactions in GIS
Summary
journal-article
Fangzheng Lyu
About
I am an Assistant Professor in the Department of Geography at Virginia Tech. I received a Ph.D. in Geography, an M.S. in Geography from the University of Illinois Urbana-Champaign, and a B.E. in Computer Engineering from the University of Hong Kong. My research interests are centered around GIScience, Geospatial Data Science and Computational Science, with a particular focus on modeling multi-scale urban dynamics using heterogeneous geospatial big data.
Work
Virginia Tech
|Assistant Professor
US
→
University of Illinois Urbana-Champaign
|Research/Teaching Assistant
US
→
The University of Hong Kong
|Research Assistant
Hong Kong
→
Education
University of Illinois Urbana-Champaign
United States of America
→
PhD
University of Illinois Urbana-Champaign
United States of America
→
MS
The University of Hong Kong
Hong Kong
→
BE
Northwestern University
United States of America
→
HKUWW Exchange
University of California, Berkeley
United States of America
→
Student Exchange
Publications
A Video Machine Learning Framework for Spatiotemporal Analysis of Complex Urban Dynamics
Published by
Transactions in GIS
Summary
journal-article
Evaluating the Evaluation Matrices: Integrating Spatial Assessment in Geospatial AI Model Training and Evaluation
Published by
I-GUIDE Forum Proceedings
Summary
conference-paper
Revitalizing Cities: The 5R Framework Approach to Urban Retrofitting and Big Data Insights
Published by
Growth and Change
Summary
journal-article
Converging GeoAI and CyberGIS for Human Geography
Published by
Springer Geography
Summary
book-chapter
Multistream STGAN: A Spatiotemporal Image Fusion Model With Improved Temporal Transferability
Published by
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Summary
journal-article
NetPointLib: Library for Large-Scale Spatial Network Point Data Fusion and Analysis
Summary
conference-paper
Mapping dynamic human sentiments of heat exposure with location-based social media data
Published by
International Journal of Geographical Information Science
Summary
journal-article
From Individual Motivation to Geospatial Epidemiology: A Novel Approach Using Fuzzy Cognitive Maps and Agent-Based Modeling for Large-Scale Disease Spread
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Sustainability
Summary
journal-article
From Individual Motivation to Geospatial Epidemiology: A Novel Approach Using Fuzzy Cognitive Maps and Agent-Based Modeling for Large-Scale Disease Spread
Published by
Sustainability
Summary
journal-article
A cyberGIS approach to exploring neighborhood‐level social vulnerability for disaster risk management
Published by
Transactions in GIS
Summary
journal-article
From the coast to the interior: global economic evolution patterns and mechanisms
Published by
Humanities and Social Sciences Communications
Summary
journal-article
Examine the environmental inequity impact of urban heat mitigation on redlining legacy: case study of Charlotte’s retrofitting, 2001–2020
Published by
Frontiers in Environmental Science
Summary
journal-article
Daily changes in spatial accessibility to ICU beds and their relationship with the case-fatality ratio of COVID-19 in the state of Texas, USA
Published by
Applied Geography
Summary
journal-article
Ndist2vec: Node with Landmark and New Distance to Vector Method for Predicting Shortest Path Distance along Road Networks
Published by
ISPRS International Journal of Geo-Information
Summary
journal-article
Ndist2vec: Node with Landmark and New Distance to Vector Method for Predicting Shortest Path Distance along Road Networks
Published by
ISPRS International Journal of Geo-Information
Summary
journal-article
An integrated cyberGIS and machine learning framework for fine-scale prediction of Urban Heat Island using satellite remote sensing and urban sensor network data
Published by
Urban Informatics
Summary
journal-article
Spatiotemporal assessments of nutrients and water quality in coastal areas using remote sensing and a spatiotemporal deep learning model
Published by
International Journal of Applied Earth Observation and Geoinformation
Summary
journal-article
CyberGIS for Scalable Remote Sensing Data Fusion
Published by
Practice and Experience in Advanced Research Computing
Summary
conference-paper
A deep trajectory clustering method based on sequence‐to‐sequence autoencoder model
Published by
Transactions in GIS
Summary
journal-article
A vector-based method for drainage network analysis based on LiDAR data
Published by
Computers & Geosciences
Summary
journal-article
A vector-based method for drainage network analysis based on LiDAR data
Published by
Computers and Geosciences
Summary
journal-article
Integrating CyberGIS and Urban Sensing for Reproducible Streaming Analytics
Published by
Urban Informatics
Summary
book-chapter
Integrating CyberGIS and Urban Sensing for Reproducible Streaming Analytics
Published by
Urban Book Series
Summary
book-chapter
Multi-scale CyberGIS Analytics for Detecting Spatiotemporal Patterns of COVID-19
Published by
Mapping COVID-19 in Space and Time
Summary
book-chapter
Rapidly measuring spatial accessibility of COVID-19 healthcare resources: a case study of Illinois, USA
Published by
International Journal of Health Geographics
Summary
journal-article
Rapidly measuring spatial accessibility of COVID-19 healthcare resources: a case study of Illinois, USA
Published by
International Journal of Health Geographics
Summary
journal-article
Rapidly measuring spatial accessibility of COVID-19 healthcare resources: A case study of Illinois, USA
Published by
medRxiv
Summary
other
Bridging Local Cyberinfrastructure and XSEDE with CyberGIS-Jupyter
Published by
Proceedings of the Practice and Experience in Advanced Research Computing on Rise of the Machines (learning)
Summary
conference-paper
Bridging local cyberinfrastructure and XseDE with CyberGIS-Jupyter
Published by
ACM International Conference Proceeding Series
Summary
conference-paper
Reproducible Hydrological Modeling with CyberGIS-Jupyter
Published by
Proceedings of the Practice and Experience in Advanced Research Computing on Rise of the Machines (learning)
Summary
conference-paper
Reproducible hydrological modeling with CyberGIS-Jupyter: A case study on summa
Published by
ACM International Conference Proceeding Series
Summary
conference-paper