For this classification work, we implement a Gaussian for each class in static (C1 to C5) and dynamic (L1 to L3) scenario respectively from the training dataset.
Due to the very large scale of the study, the classification work required several months for completion and it was not possible for two authors to undertake this.
The developmental stage of testes was determined according to the classification worked out for oviparous teleosts by Grier (Grier, 1981) and modified by Kinnberg et al. (Kinnberg et al., 2003), while the developmental stage of oocytes was determined according to the classification worked out for the guppy, Poecilia reticulate, by Takano (Takano, 1964) and modified by Koya (Koya et al., 1998).
Notably, the DLBCL category included lymphoma subtypes that in a previous international classification (working formulation for clinical usage) [ 15], were split into two different prognostic groups (intermediate and high grade) [ 16].
In order to make robust CAD systems, an improvement of machine learning algorithms is also necessary for perfect classification work and diagnosis.
FWM can remarkably improve the accuracy of essential gene prediction and may be used as an alternative method for other classification work.
The result clearly shows that the proposed method for automatic classification works well with the specificity and sensitivity between 70% and 80% for most components.
Dr Mukul Agarwal, a former medical officer for the GB Paralympics team, said: "I do have concerns about the way classification works currently and about the potential for cheating.
However, the predefined values used in the classification may not work for all the cases, whereas an adaptive classification method based on the statistical information is expected to work well in most of the cases.
Therefore, skewness is selected as a stable threshold in our work for classification of moving shadow pixels from the objects.
