In this paper, we propose the regularized discriminant entropy (RDE) which considers both class information and scatter information on original data.
Minute books of stockholders and directors and considerable financial information and scattered records for payroll, production, sales, tenants, consolidation with Cannon Mills, and construction.
The web is bloated with information and scattered data but is starving for knowledge and a little wisdom.
On one hand, with a nonlinear supervised distance measure, DKLLE considers both the intraclass scatter information and the interclass scatter information in a reproducing kernel Hilbert space (RKHS), and emphasizes the discriminant information.
While the transmission channel likewise contains information about the absorption and scattering within the specimen, solely scattered light is detected by the PMT.
The measured spectra contain information about the absorption and scattering properties of tissues under study, which can potentially be used to obtain biochemical, morphological, and histochemical information.
Since the recorded reflectance and scattering information of light at a certain frequency can be related to a specific energy level and structure of the surface, measurements have the potential to provide very precise information about the sample's surface composition.
In contrast, small acceptance angle transmission spectra contain a better balance of absorption and scattering information.
Volynskaya et al. used modified diffusion theory and multivariate curve resolution, to extract absorption and scattering information from 104 reflectance and fluorescence spectra in breast biopsies from 17 patients to achieve a sensitivity and specificity of 100%and96%6% [ 29].
It can provide geometric structure information such as target size and information of scattering centers, which is very useful in target classification.
