Group intelligent optimization based lung cancer cell detector
A cancer cell and detector technology, applied in instruments, biochemical instruments, measuring devices, etc., can solve problems such as difficult to search for the optimal feature subset classification and optimal parameters of gene microarray data
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[0054] The present invention will be described in detail below according to the accompanying drawings.
[0055] refer to figure 1 , a lung cancer cancer cell detector with swarm intelligence optimization, the system consists of a gene microarray read-in module 1, a data preprocessing and feature sorting module 2, a parameter optimization module 3, and a model output module 4; wherein:
[0056] The gene microarray read-in module 1 reads in the category labels of all gene microarrays Y=[y 1 ,y 2 ,...,y m ], where y i =k,k∈(-1,1), and the gene microarray expression values of all samples:
[0057]
[0058] where each line x i Represents the expression values of all genes in a sample, corresponding to each column x j Represents the expression value of a gene in all samples, the subscript i indicates the i-th sample, a total of m, and the subscript j indicates the j-th gene, a total of n.
[0059] The data preprocessing and feature sorting module 2 is the process of no...
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