Predicting Breast Cancer Based on Optimized Deep Learning Approach

Table 1

The breast cancer data set description.

SI. no.	Attribute	Attribute	Description
2	Diagnosis	Diagnosis	The identification of breast tissues (M = malignant, B = benign)
3	radius_mean	ra_m	Distances from the centre to the perimeter’s points are averaged.
4	texture_mean	tex_m	Gray-scale value standard deviation
5	perimeter_mean	per_m	The tumor’s average size
6	area_mean	ar_m	_
7	smoothness_mean	smo_m	Local difference in radius lengths mean
8	compactness_mean	com_m	Mean of perimeter2/area−1.0
9	concavity_mean	con_m	The average severity of the contour’s concave parts
10	Concave points_mean	Con_po_m	The number of concave contour parts
11	symmetry_mean	sym_m	_
12	fractal_dimension_mean	fra_dim_m	Mean for “approximation of the shoreline”−1
13	radius_se	ra_s	Standard error for the mean of lengths from the centre to peripheral points
14	texture_se	te_s	Grayscale standard deviation standard error
15	perimeter_se	pe_s	_
16	area_se	ar_s	_
17	smoothness_se	smo_s	Standard error for local variation in radius lengths
18	compactness_se	com_s	Standard error for perimeter2/area−1.0
19	concavity_se	con_s	Standard error for the severity of the contour’s concave parts
20	Concave points_se	Con_po_s	Number of concave parts of the contour standard error
21	symmetry_se	sym_s	_
22	fractal_dimension_se	fra_dim_s	Standard error for “a rough estimate of the coastline”−1
23	radius_worst	rad_w	“Worst” or largest mean value for the average of the distances between the centre and the points on the periphery
24	texture_worst	tex_w	“Worst” or largest mean value for gray-scale values’ standard deviation
25	perimeter_worst	per_w	_
26	area_worst	ar_w	_
27	smoothness_worst	smo_w	“Worst” or largest mean value for variation in radius lengths on a local scale
28	compactness_worst	com_w	“Worst” or largest mean value for perimeter^2/area−1.0
29	concavity_worst	con_w	“Worst” or largest mean value for the degree to which the contour is concave
30	Concave points_worst	Con_po_w	“Worst” or largest mean value for the contour’s number of concave sections
31	symmetry_worst	sym_w	_
32	fractal_dimension_worst	fra_di_w	“Worst” or largest mean value for” approximation of the shoreline”–1