A new filter for dimensionality reduction and classification of hyperspectral images using GLCM features and mutual information

International Journal of Signal and Imaging Systems Engineering ◽

10.1504/ijsise.2018.10015062 ◽

2018 ◽

Vol 11 (4) ◽

pp. 193

Author(s):

Hasna Nhaila ◽

Ahmed Hammouch ◽

Elkebir Sarhrouni

Keyword(s):

Mutual Information ◽

Dimensionality Reduction ◽

Hyperspectral Images

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A new filter for dimensionality reduction and classification of hyperspectral images using GLCM features and mutual information

International Journal of Signal and Imaging Systems Engineering ◽

10.1504/ijsise.2018.093824 ◽

2018 ◽

Vol 11 (4) ◽

pp. 193 ◽

Author(s):

Hasna Nhaila ◽

Elkebir Sarhrouni ◽

Ahmed Hammouch

Keyword(s):

Mutual Information ◽

Dimensionality Reduction ◽

Hyperspectral Images

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A novel filter based on three variables mutual information for dimensionality reduction and classification of hyperspectral images

2016 International Conference on Electrical and Information Technologies (ICEIT) ◽

10.1109/eitech.2016.7519622 ◽

2016 ◽

Author(s):

Asma Elmaizi ◽

Elkebir Sarhrouni ◽

Ahmed Hammouch ◽

Chafik Nacir

Keyword(s):

Mutual Information ◽

Dimensionality Reduction ◽

Hyperspectral Images

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Dimensionality Reduction and Classification of Hyperspectral Images Using Object-Based Image Analysis

Journal of the Indian Society of Remote Sensing ◽

10.1007/s12524-018-0803-1 ◽

2018 ◽

Vol 46 (8) ◽

pp. 1297-1306 ◽

Author(s):

Taskin Kavzoglu ◽

Hasan Tonbul ◽

Merve Yildiz Erdemir ◽

Ismail Colkesen

Keyword(s):

Image Analysis ◽

Dimensionality Reduction ◽

Hyperspectral Images ◽

Object Based Image Analysis ◽

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New wrapper method based on normalized mutual information for dimension reduction and classification of hyperspectral images

2018 4th International Conference on Optimization and Applications (ICOA) ◽

10.1109/icoa.2018.8370546 ◽

2018 ◽

Author(s):

Hasna Nhaila ◽

Asma Elmaizi ◽

Elkebir Sarhrouni ◽

Ahmed Hammouch

Keyword(s):

Mutual Information ◽

Dimension Reduction ◽

Hyperspectral Images ◽

Normalized Mutual Information ◽

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Band selection and classification of hyperspectral images by minimizing normalized mutual information

Second International Conference on the Innovative Computing Technology (INTECH 2012) ◽

10.1109/intech.2012.6457777 ◽

2012 ◽

Author(s):

Elkebir Sarhrouni ◽

Ahmed Hammouch ◽

Driss Aboutajdine

Keyword(s):

Mutual Information ◽

Hyperspectral Images ◽

Band Selection ◽

Normalized Mutual Information

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Dimensionality Reduction and Classification of Hyperspectral Images Using Ensemble Discriminative Local Metric Learning

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2016.2645703 ◽

2017 ◽

Vol 55 (5) ◽

pp. 2509-2524 ◽

Author(s):

Yanni Dong ◽

Bo Du ◽

Liangpei Zhang ◽

Lefei Zhang

Keyword(s):

Dimensionality Reduction ◽

Metric Learning ◽

Hyperspectral Images

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Probabilistic Classification of Hyperspectral Images by Learning Nonlinear Dimensionality Reduction Mapping

2006 9th International Conference on Information Fusion ◽

10.1109/icif.2006.301586 ◽

2006 ◽

Author(s):

X. Wang ◽

Suresh Kumar ◽

Fabio Ramos ◽

Tobias Kaupp ◽

Ben Upcroft ◽

...

Keyword(s):

Dimensionality Reduction ◽

Hyperspectral Images ◽

Nonlinear Dimensionality Reduction ◽

Probabilistic Classification

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Performance comparison of fuzzy mutual information as dimensionality reduction techniques and SRC, SVD and approximate entropy as post classifiers for the classification of epilepsy risk levels from EEG signals

2015 IEEE Student Symposium in Biomedical Engineering & Sciences (ISSBES) ◽

10.1109/issbes.2015.7435922 ◽

2015 ◽

Author(s):

Sunil Kumar Prabhakar ◽

Harikumar Rajaguru

Keyword(s):

Mutual Information ◽

Dimensionality Reduction ◽

Approximate Entropy ◽

Performance Comparison ◽

Eeg Signals ◽

Risk Levels ◽

Reduction Techniques ◽

Dimensionality Reduction Techniques

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Fast dimensionality reduction and classification of hyperspectral images with extreme learning machines

Journal of Real-Time Image Processing ◽

10.1007/s11554-018-0793-9 ◽

2018 ◽

Vol 15 (3) ◽

pp. 439-462 ◽

Author(s):

Juan Mario Haut ◽

Mercedes Eugenia Paoletti ◽

Javier Plaza ◽

Antonio Plaza

Keyword(s):

Dimensionality Reduction ◽

Hyperspectral Images ◽

Extreme Learning Machines ◽

Learning Machines

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Hyperspectral images classification and Dimensionality Reduction using Homogeneity feature and mutual information

2015 Intelligent Systems and Computer Vision (ISCV) ◽

10.1109/isacv.2015.7106167 ◽

2015 ◽

Author(s):

Hasna Nhaila ◽

Maria Merzouqi ◽

Elkebir Sarhrouni ◽

Ahmed Hammouch

Keyword(s):

Mutual Information ◽

Dimensionality Reduction ◽

Hyperspectral Images

Download Full-text