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Yang and Moody [29] used Joint Mutual Information JMII) to focus on increasing complementary information between features.
This fusion strategy learns the complementary information between visual and multimodal features, which could further improve the performance.
Experimental results show that the proposed algorithm performs effectively in preserving useful complementary information between optical and SAR images.
To leverage the complementary information between multiple views in unsupervised scenarios, we incorporate discriminative analysis, spectral clustering and correlation information between multiple views into a unified framework.
Then, these graphs are combined together with a non-negative view-weight vector to exploit the complementary information between different features.
Due to the nature of this method (KS-test over individual features) it cannot guarantee maximum accuracy for a classifier able to model complementary information between features.
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As a result, infrared and Raman spectra provide complementary information, and between the two techniques all vibrational transitions can be observed.
In a related strategy using the PEN system, CE is paired with NMR spectroscopy to deduce the oligosaccharide sequence by combining complementary information on linkages between adjacent monosaccharides [23].
Absorption and fluorescence spectra provide mutually complementary information about the interaction between the rubidium atoms and the two optical fields.
The 1H-NMR study of hydrophilic ligands binding to BLG provided complementary information on the interactions between protein and water soluble ligands.
Breed assignment to clusters provides complementary information on genetic relationships between populations.
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