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2 Results Found

  • Article
  • Open Access
36 Citations
6,825 Views
22 Pages

Extreme Sparse Multinomial Logistic Regression: A Fast and Robust Framework for Hyperspectral Image Classification

  • Faxian Cao,
  • Zhijing Yang,
  • Jinchang Ren,
  • Wing-Kuen Ling,
  • Huimin Zhao and
  • Stephen Marshall

2 December 2017

Although sparse multinomial logistic regression (SMLR) has provided a useful tool for sparse classification, it suffers from inefficacy in dealing with high dimensional features and manually set initial regressor values. This has significantly constr...

  • Article
  • Open Access
11 Citations
4,153 Views
27 Pages

21 August 2019

Hyperspectral and light detection and ranging (LiDAR) data fusion and classification has been an active research topic, and intensive studies have been made based on mathematical morphology. However, matrix-based concatenation of morphological featur...