摘要 :
In this paper, wrapper based feature selection by support vector machine is used for cellular multi-phenotypic mitotic analysis (MMA) in high content screening (HCS). Haralick texture feature subset and Zernike polynomial moment s...
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In this paper, wrapper based feature selection by support vector machine is used for cellular multi-phenotypic mitotic analysis (MMA) in high content screening (HCS). Haralick texture feature subset and Zernike polynomial moment subset are used respectively or combined together as extracted digital feature set for original cellular images. Feature reduction is done by support vector machine based recursive feature elimination algorithm on these feature sets. With optimal feature subset selected, fuzzy support vector machine are adopted to judge the cellular phenotype. The results indicate Haralick texture feature subset is complementary with Zernike polynomial moment subset, when these two feature subsets are combined together; the cellular phase identification system achieved 99.17% accuracy, which is better than only one feature subset of them is used. The recognition accuracy with feature reduction is better than that achieved when no feature reduction done or using PCA as feature recombination tool on these datasets.
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摘要 :
The quaternary alloy InAs_1-x-ySb_xP_y, lattice-matched to InAs, is a promising material for the production of infrared light sources for the detection of pollutant/nuisance gases in the 2- 5μm region of the spectrum. The authors...
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The quaternary alloy InAs_1-x-ySb_xP_y, lattice-matched to InAs, is a promising material for the production of infrared light sources for the detection of pollutant/nuisance gases in the 2- 5μm region of the spectrum. The authors report on the growth of InAs_0.36Sb_0.20P_0.44 by liquid phase epitaxy (LPE) onto InAs substrates. The material exhibits good luminescence efficiency and has excellent optical characteristics, making it suitable for use in optoelectronic devices. Surface- emitting LEDs were fabricated and efficient room temperature infrared emission at 2.5μm was obtained from homojunction p-i-n diodes. These sources can be effectively used as the basis of an optical sensor for the environmental monitoring of HF gas at 2.5μm in various applications.
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