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GIScience & Remote Sensing Volume 46, 2009 - Issue 4
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Original Articles

Support Vector Machine (SVM) Classification: Comparison of Linkage Techniques Using a Clustering-Based Method for Training Data Selection

Lihong Su Texas A&M University-Corpus Christi
&
Yuxia Huang Texas A&M University-Corpus Christi
Pages 411-423 | Published online: 15 May 2013

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Pramaditya Wicaksono. (2016) Improving the accuracy of Multispectral-based benthic habitats mapping using image rotations: the application of Principle Component Analysis and Independent Component Analysis. European Journal of Remote Sensing 49:1, pages 433-463.
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Benjamin K. Nyarko, Bernd Diekkrüger, Nick C. Van De Giesen & Paul L.G. Vlek. (2015) Floodplain wetland mapping in the White Volta River Basin of Ghana. GIScience & Remote Sensing 52:3, pages 374-395.
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Yousef Erfanifard, Negin Behnia & Vahid Moosavi. (2014) Tree crown delineation on UltraCam-D aerial imagery with SVM classification technique optimised by Taguchi method in Zagros woodlands. International Journal of Image and Data Fusion 5:4, pages 300-314.
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A.E. Maxwell, M.P. Strager, T.A. Warner, N.P. Zégre & C.B. Yuill. (2014) Comparison of NAIP orthophotography and RapidEye satellite imagery for mapping of mining and mine reclamation. GIScience & Remote Sensing 51:3, pages 301-320.
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Yousef Erfanifard, Zohre Khodaei & Rashid Fallah Shamsi. (2014) A robust approach to generate canopy cover maps using UltraCam-D derived orthoimagery classified by support vector machines in Zagros woodlands, West Iran. European Journal of Remote Sensing 47:1, pages 773-792.
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Manqi Li, Jungho Im & Colin Beier. (2013) Machine learning approaches for forest classification and change analysis using multi-temporal Landsat TM images over Huntington Wildlife Forest. GIScience & Remote Sensing 50:4, pages 361-384.
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İnci Güneralp, AnthonyM. Filippi & BillyU. Hales. (2013) River-flow boundary delineation from digital aerial photography and ancillary images using Support Vector Machines. GIScience & Remote Sensing 50:1, pages 1-25.
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Articles from other publishers (12)

Giuseppe Mancino, Antonio Falciano, Rodolfo Console & Maria Lucia Trivigno. (2023) Comparison between Parametric and Non-Parametric Supervised Land Cover Classifications of Sentinel-2 MSI and Landsat-8 OLI Data. Geographies 3:1, pages 82-109.
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Nizom Farmonov, Khilola Amankulova, Jozsef Szatmari, Alireza Sharifi, Dariush Abbasi-Moghadam, Seyed Mahdi Mirhoseini Nejad & Laszlo Mucsi. (2023) Crop Type Classification by DESIS Hyperspectral Imagery and Machine Learning Algorithms. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 16, pages 1576-1588.
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Mostafa Bousbaa, Abdelaziz Htitiou, Abdelghani Boudhar, Youssra Eljabiri, Haytam Elyoussfi, Hafsa Bouamri, Hamza Ouatiki & Abdelghani Chehbouni. (2022) High-Resolution Monitoring of the Snow Cover on the Moroccan Atlas through the Spatio-Temporal Fusion of Landsat and Sentinel-2 Images. Remote Sensing 14:22, pages 5814.
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Pramaditya Wicaksono, Shafa Arum Wulandari, Wahyu Lazuardi & Miftakhul Munir. (2021) Sentinel-2 images deliver possibilities for accurate and consistent multi-temporal benthic habitat maps in optically shallow water. Remote Sensing Applications: Society and Environment 23, pages 100572.
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Pramaditya Wicaksono & Prama Ardha Aryaguna. (2020) Analyses of inter-class spectral separability and classification accuracy of benthic habitat mapping using multispectral image. Remote Sensing Applications: Society and Environment 19, pages 100335.
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Ghali Abdullahi Abubakar, Ke Wang, AmirReza Shahtahamssebi, Xingyu Xue, Marye Belete, Adam Juma Abdallah Gudo, Kamal Abdelrahim Mohamed Shuka & Muye Gan. (2020) Mapping Maize Fields by Using Multi-Temporal Sentinel-1A and Sentinel-2A Images in Makarfi, Northern Nigeria, Africa. Sustainability 12:6, pages 2539.
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Lihong Su & James Gibeaut. (2017) Using UAS Hyperspatial RGB Imagery for Identifying Beach Zones along the South Texas Coast. Remote Sensing 9:2, pages 159.
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F. Eugenio, J. Marcello & J. Martin. (2015) High-Resolution Maps of Bathymetry and Benthic Habitats in Shallow-Water Environments Using Multispectral Remote Sensing Imagery. IEEE Transactions on Geoscience and Remote Sensing 53:7, pages 3539-3549.
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Nasru Minallah, Hidayat Ur Rahman, Rehanullah Khan, Ali Alkhalifah & Shahbaz Khan. (2015) Land usage analysis: A random forest approach. Land usage analysis: A random forest approach.
Dee Shi & Xiaojun Yang. 2015. Monitoring and Modeling of Global Changes: A Geomatics Perspective. Monitoring and Modeling of Global Changes: A Geomatics Perspective 265 279 .
George P. Petropoulos, Charalambos C. Kontoes & Iphigenia Keramitsoglou. (2012) Land cover mapping with emphasis to burnt area delineation using co-orbital ALI and Landsat TM imagery. International Journal of Applied Earth Observation and Geoinformation 18, pages 344-355.
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Giorgos Mountrakis, Jungho Im & Caesar Ogole. (2011) Support vector machines in remote sensing: A review. ISPRS Journal of Photogrammetry and Remote Sensing 66:3, pages 247-259.
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