References
Brown, Christopher F., Steven P. Brumby, Brookie Guzder-Williams, Tanya
Birch, Samantha Brooks Hyde, Joseph Mazzariello, Wanda Czerwinski, et
al. 2022. “Dynamic World, Near Real-Time Global 10 m Land Use Land
Cover Mapping.” Scientific Data 9 (1): 251. https://doi.org/10.1038/s41597-022-01307-4.
Cardille, Jeffrey A., Gennadii Donchyts, Ujaval Gandhi, Txomin
Hermosilla, Saverio Francini, Andréa P. Nicolau, and Michael A. Wulder.
n.d. “F4 - Earth Engine Fundamentals and Applications - EEFA -
Live Document.” https://docs.google.com/document/d/11oo1TuvXyEvReoYLDeTcoh16rEN90I8Bf5qp0KxVu7U/edit?usp=embed_facebook.
Chen, Tzu-Ling, Hung Lin, and Yin-Hao Chiu. 2022. “Heat
Vulnerability and Extreme Heat Risk at the Metropolitan Scale: A Case
Study of Taipei Metropolitan Area, Taiwan.” Urban
Climate 41 (January): 101054. https://doi.org/10.1016/j.uclim.2021.101054.
Gandhi, Ujaval, and Jeff Howarth. n.d. “F1 - Earth Engine
Fundamentals and Applications - EEFA - Live Document.” https://docs.google.com/document/d/1dLSaGXlAnI0jK6LAB6F-gQLBA30NTT0pz1tovHfOmvI/edit?usp=sharing&usp=embed_facebook.
GISGeography. 2014. “Image Classification Techniques in Remote
Sensing.” https://gisgeography.com/image-classification-techniques-remote-sensing/.
Gorelick, Noel, Matt Hancher, Mike Dixon, Simon Ilyushchenko, David
Thau, and Rebecca Moore. 2017. “Google Earth Engine:
Planetary-Scale Geospatial Analysis for Everyone.” Remote
Sensing of Environment, Big Remotely Sensed Data: tools,
applications and experiences, 202 (December): 18–27. https://doi.org/10.1016/j.rse.2017.06.031.
Hadjimitsis, D. G., G. Papadavid, A. Agapiou, K. Themistocleous, M. G.
Hadjimitsis, A. Retalis, S. Michaelides, N. Chrysoulakis, L. Toulios,
and C. R. I. Clayton. 2010. “Atmospheric Correction for Satellite
Remotely Sensed Data Intended for Agricultural Applications: Impact on
Vegetation Indices.” Natural Hazards and Earth System
Sciences 10 (1): 89–95. https://doi.org/10.5194/nhess-10-89-2010.
Huang, Chengquan, John R. G. Townshend, Shunlin Liang, Satya N. V.
Kalluri, and Ruth S. DeFries. 2002. “Impact of Sensor’s Point
Spread Function on Land Cover Characterization: Assessment and
Deconvolution.” Remote Sensing of Environment 80 (2):
203–12. https://doi.org/10.1016/S0034-4257(01)00298-X.
Jensen, John R. 2015. Introductory Digital Image Processing.
4th ed. A Remote Sensing Perspective. Pearson Higher Education US.
Karasiak, N., J.-F. Dejoux, C. Monteil, and D. Sheeren. 2022.
“Spatial Dependence Between Training and Test Sets: Another
Pitfall of Classification Accuracy Assessment in Remote Sensing.”
Machine Learning 111 (7): 2715–40. https://doi.org/10.1007/s10994-021-05972-1.
lanenok. 2015. “Answer to "When to Use Random Forest
over SVM and Vice Versa?".” https://datascience.stackexchange.com/a/6855.
Langsdale, Mary. 2017. “A Comparison of Greenspace Loss and Urban
Expansion over Time in London and Nairobi EOES
Hub.” https://blogs.kcl.ac.uk/eoes/2017/03/23/a-comparison-of-greenspace-loss-and-urban-expansion-over-time-in-london-and-nairobi/.
Li, Dongying, Galen D Newman, Bev Wilson, Yue Zhang, and Robert D Brown.
2022. “Modeling the Relationships Between Historical Redlining,
Urban Heat, and Heat-Related Emergency Department Visits: An Examination
of 11 Texas Cities.” Environment and Planning B: Urban
Analytics and City Science 49 (3): 933–52. https://doi.org/10.1177/23998083211039854.
Li, Meng-Yi, Ding-Ju Zhu, Wen Xu, Yu-Jie Lin, Kai-Leung Yung, and Andrew
W. H. Ip. 2021. “Application of U-Net with Global Convolution
Network Module in Computer-Aided Tongue Diagnosis.” Journal
of Healthcare Engineering 2021 (November): e5853128. https://doi.org/10.1155/2021/5853128.
Lovelace, Robin, Jakub Nowosad, and Jannes Muenchow. 2019. Chapter
12 Statistical Learning | Geocomputation with R. https://r.geocompx.org/spatial-cv.html.
MacLachlan, Andrew, Eloise Biggs, Gareth Roberts, and Bryan Boruff.
2021. “Sustainable City Planning: A Data-Driven Approach for
Mitigating Urban Heat.” Frontiers in Built Environment
6. https://www.frontiersin.org/articles/10.3389/fbuil.2020.519599.
Pal, M., and P. M. Mather. 2005. “Support Vector Machines for
Classification in Remote Sensing.” International Journal of
Remote Sensing 26 (5): 1007–11. https://doi.org/10.1080/01431160512331314083.
Pragati21. 2020. “SVM AND RANDOM FOREST: A Case Study.” https://medium.com/@pandeypragati2112/svm-and-random-forest-a-case-study-6213da5be02f.
Rahbar, Morteza, Mohammadjavad Mahdavinejad, Amir H. D. Markazi, and
Mohammadreza Bemanian. 2022. “Architectural Layout Design Through
Deep Learning and Agent-Based Modeling: A Hybrid Approach.”
Journal of Building Engineering 47 (April): 103822. https://doi.org/10.1016/j.jobe.2021.103822.
Ronneberger, Olaf, Philipp Fischer, and Thomas Brox. 2015. “U-Net:
Convolutional Networks for Biomedical Image Segmentation.” In,
edited by Nassir Navab, Joachim Hornegger, William M. Wells, and
Alejandro F. Frangi, 9351:234–41. Cham: Springer International
Publishing. http://link.springer.com/10.1007/978-3-319-24574-4_28.
Shang, Rong, and Zhe Zhu. 2019a. “Harmonizing Landsat 8 and
Sentinel-2: A Time-Series-Based Reflectance Adjustment Approach.”
Remote Sensing of Environment 235 (December): 111439. https://doi.org/10.1016/j.rse.2019.111439.
———. 2019b. “Harmonizing Landsat 8 and Sentinel-2: A
Time-Series-Based Reflectance Adjustment Approach.” Remote
Sensing of Environment 235 (December): 111439. https://doi.org/10.1016/j.rse.2019.111439.
Sirko, Wojciech, Sergii Kashubin, Marvin Ritter, Abigail Annkah, Yasser
Salah Eddine Bouchareb, Yann Dauphin, Daniel Keysers, Maxim Neumann,
Moustapha Cisse, and John Quinn. n.d. “Continental-Scale Building
Detection from High Resolution Satellite Imagery.”
Ustuner, Mustafa, Fusun Balik Sanli, and Barnali Dixon. 2015.
“Application of Support Vector Machines for Landuse Classification
Using High-Resolution RapidEye Images: A Sensitivity Analysis.”
European Journal of Remote Sensing 48 (1): 403–22. https://doi.org/10.5721/EuJRS20154823.
Wan, Da, Xiaoyu Zhao, Wanmei Lu, Pengbo Li, Xinyu Shi, and Hiroatsu
Fukuda. 2022. “A Deep Learning Approach Toward Energy-Effective
Residential Building Floor Plan Generation.”
Sustainability 14 (13): 8074. https://doi.org/10.3390/su14138074.
Wang, Sherrie, George Azzari, Michelle Stuhlmacher, Ran Goldblatt, Erin
Trochim, Zander Venter, and Sourangsu Chowdhury. n.d. “A1 - Earth
Engine Fundamentals and Applications - EEFA - Live Document.” https://docs.google.com/document/d/1MIPIFMJakC6eNGOhlkXLcwjUKFyY6QJLHElzBCOfyn4/edit?usp=embed_facebook.
Weih, Robert C, and Norman D Riggan. n.d. “OBJECT-BASED
CLASSIFICATION VS. PIXEL-BASED CLASSIFICATION: COMPARITIVE IMPORTANCE OF
MULTI-RESOLUTION IMAGERY.”
Wellmann, Thilo, Angela Lausch, Erik Andersson, Sonja Knapp, Chiara
Cortinovis, Jessica Jache, Sebastian Scheuer, et al. 2020. “Remote
Sensing in Urban Planning: Contributions Towards Ecologically Sound
Policies?” Landscape and Urban Planning 204 (December):
103921. https://doi.org/10.1016/j.landurbplan.2020.103921.
Wilber, Jared. n.d. “Precision and Recall.” https://mlu-explain.github.io/precision-recall/.
Zhao, Yi, Bin Wu, Qiaoxuan Li, Lei Yang, Hongchao Fan, Jianping Wu, and
Bailang Yu. 2023. “Combining ICESat-2 Photons and Google Earth
Satellite Images for Building Height Extraction.”
International Journal of Applied Earth Observation and
Geoinformation 117 (March): 103213. https://doi.org/10.1016/j.jag.2023.103213.