Empirical Mode Decomposition of Hyperspectral Images for Support Vector Machine ClassificationDEMIR, Begüm; ERTÜRK, Sarp.IEEE transactions on geoscience and remote sensing. 2010, Vol 48, Num 11, pp 4071-4084, issn 0196-2892, 14 p.Article

Hyperspectral Image Classification Using Empirical Mode Decomposition With Spectral Gradient EnhancementERTÜRK, Alp; KEMAL GÜLLÜ, Mehmet; ERTÜRK, Sarp et al.IEEE transactions on geoscience and remote sensing. 2013, Vol 51, Num 5, pp 2787-2798, issn 0196-2892, 12 p., 1Article

Nearest Neighbor Classification of Remote Sensing Images With the Maximal Margin PrincipleBLANZIERI, Enrico; MELGANI, Farid.IEEE transactions on geoscience and remote sensing. 2008, Vol 46, Num 6, pp 1804-1811, issn 0196-2892, 8 p.Article

Comparing support vector machines and feedforward neural networks with similar hidden-layer weightsROMERO, Enrique; TOPPO, Daniel.IEEE transactions on neural networks. 2007, Vol 18, Num 3, pp 959-963, issn 1045-9227, 5 p.Article

Large margin nearest neighbor classifiersDOMENICONI, Carlotta; GUNOPULOS, Dimitrios; JING PENG et al.IEEE transactions on neural networks. 2005, Vol 16, Num 4, pp 899-909, issn 1045-9227, 11 p.Article

Rigorous proof of termination of SMO algorithm for support vector machinesTAKAHASHI, Norikazu; NISHI, Tetsuo.IEEE transactions on neural networks. 2005, Vol 16, Num 3, pp 774-776, issn 1045-9227, 3 p.Article

Combining Support Vector Machines and Markov Random Fields in an Integrated Framework for Contextual Image ClassificationMOSER, Gabriele; SERPICO, Sebastiano B.IEEE transactions on geoscience and remote sensing. 2013, Vol 51, Num 5, pp 2734-2752, issn 0196-2892, 19 p., 1Article

Support Vector Selection and Adaptation for Remote Sensing ClassificationTASKIN KAYA, Gülşen; ERSOY, Okan K; KAMASAK, Mustafa E et al.IEEE transactions on geoscience and remote sensing. 2011, Vol 49, Num 6, pp 2071-2079, issn 0196-2892, 9 p., 1Article

An Effective Method of Pruning Support Vector Machine ClassifiersXUN LIANG.IEEE transactions on neural networks. 2010, Vol 21, Num 1, pp 26-38, issn 1045-9227, 13 p.Article

A Convergent Hybrid Decomposition Algorithm Model for SVM TrainingLUCIDI, Stefano; PALAGI, Laura; RISI, Arnaldo et al.IEEE transactions on neural networks. 2009, Vol 20, Num 6, pp 1055-1060, issn 1045-9227, 6 p.Article

Consistency of support vector machines and other regularized kernel classifiersSTEINWART, Ingo.IEEE transactions on information theory. 2005, Vol 51, Num 1, pp 128-142, issn 0018-9448, 15 p.Article

A Novel Technique for Optimal Feature Selection in Attribute Profiles Based on Genetic AlgorithmsPEDERGNANA, Mattia; PRASHANTH REDDY MARPU; DALLA MURA, Mauro et al.IEEE transactions on geoscience and remote sensing. 2013, Vol 51, Num 6, pp 3514-3528, issn 0196-2892, 15 p., 2Article

Recent Advances of Large-Scale Linear ClassificationYUAN, Guo-Xun; HO, Chia-Hua; LIN, Chih-Jen et al.Proceedings of the IEEE. 2012, Vol 100, Num 9, pp 2584-2603, issn 0018-9219, 20 p.Article

Uncertainty Analysis for the Classification of Multispectral Satellite Images Using SVMs and SOMsGIACCO, Ferdinando; THIEL, Christian; PUGLIESE, Luca et al.IEEE transactions on geoscience and remote sensing. 2010, Vol 48, Num 10, pp 3769-3779, issn 0196-2892, 11 p.Article

Support Vector Machine-Based Endmember ExtractionFILIPPI, Anthony M; ARCHIBALD, Rick.IEEE transactions on geoscience and remote sensing. 2009, Vol 47, Num 3, pp 771-791, issn 0196-2892, 21 p.Article

Semisupervised classification of hyperspectral images by SVMs optimized in the primalMINGMIN CHI; BRUZZONE, Lorenzo.IEEE transactions on geoscience and remote sensing. 2007, Vol 45, Num 6, pp 1870-1880, issn 0196-2892, 11 p., 2Article

Fast modular network implementation for support vector machinesHUANG, Guang-Bin; MAO, K. Z; SIEW, Chee-Kheong et al.IEEE transactions on neural networks. 2005, Vol 16, Num 6, pp 1651-1663, issn 1045-9227, 13 p.Article

Robust support vector method for hyperspectral data classification and knowledge discoveryCAMPS-VALLS, Gustavo; GOMEZ-CHOVA, Luis; CALPE-MARAVILLA, Javier et al.IEEE transactions on geoscience and remote sensing. 2004, Vol 42, Num 7, pp 1530-1542, issn 0196-2892, 13 p.Article

An SVM Ensemble Approach Combining Spectral, Structural, and Semantic Features for the Classification of High-Resolution Remotely Sensed ImageryXIN HUANG; LIANGPEI ZHANG.IEEE transactions on geoscience and remote sensing. 2013, Vol 51, Num 1, pp 257-272, issn 0196-2892, 16 p., 1Article

A Spatial-Contextual Support Vector Machine for Remotely Sensed Image ClassificationLI, Cheng-Hsuan; KUO, Bor-Chen; LIN, Chin-Teng et al.IEEE transactions on geoscience and remote sensing. 2012, Vol 50, Num 3, pp 784-799, issn 0196-2892, 16 p.Article

Batch-Mode Active-Learning Methods for the Interactive Classification of Remote Sensing ImagesDEMIR, Begum; PERSELLO, Claudio; BRUZZONE, Lorenzo et al.IEEE transactions on geoscience and remote sensing. 2011, Vol 49, Num 3, pp 1014-1031, issn 0196-2892, 18 p.Article

Sensitivity of Support Vector Machines to Random Feature Selection in Classification of Hyperspectral DataWASKE, Björn; VAN DER LINDEN, Sebastian; ATLI BENEDIKTSSON, Jón et al.IEEE transactions on geoscience and remote sensing. 2010, Vol 48, Num 7, pp 2880-2889, issn 0196-2892, 10 p.Article

A Novel Context-Sensitive Semisupervised SVM Classifier Robust to Mislabeled Training SamplesBRUZZONE, Lorenzo; PERSELLO, Claudio.IEEE transactions on geoscience and remote sensing. 2009, Vol 47, Num 7, pp 2142-2154, issn 0196-2892, 13 p., 2Article

Feature space mahalanobis sequence kernels : Application to SVM speaker verificationLOURADOUR, Jérome; DAOUDI, Khalid; BACH, Francis et al.IEEE transactions on audio, speech, and language processing. 2007, Vol 15, Num 8, pp 2465-2475, issn 1558-7916, 11 p.Article

A geometric approach to support vector machine (SVM) classificationMAVROFORAKIS, Michael E; THEODORIDIS, Sergios.IEEE transactions on neural networks. 2006, Vol 17, Num 3, pp 671-682, issn 1045-9227, 12 p.Article