Breast Cancer Detection in the IOT Health Environment Using Modified Recursive Feature Selection

Table 2

Feature information and description with some statistical measures of Wisconsin Diagnostic Breast Cancer.

Label	Feature name	Description	Min-max	Mean, ± slandered division
F1	ID number	Integer	—	—
F2	Radius mean	Mean of distances from the center to points on the perimeter cell	6.981000–28.110000	14.127292, ±3.524049
F3	Texture mean	The standard deviation of grayscale values	9.710000–39.280000	19.289649, ±4.301036
F4	Perimeter mean	Perimeter of cell	43.790000–188.500000	91.969033, ±24.298981
F5	Area mean	Area of cell	143.500000–2501.000000	654.889104, ±351.914129
F6	Smoothness mean	Local variation in radius lengths	0.052630–0.163400	0.096360, ±0.014064
F7	Compactness mean	Perimeter ^ 2/area—1.0	0.019380–0.345400	0.104341, ±0.052813
F8	Concavity mean	The severity of concave portions of the contour	0.000000–0.426800	0.088799, ±0.079720
F9	Concave points mean	Number of concave portions of the contour	0.000000–0.201200	0.048919, ±0.038803
F10	Symmetry mean	Symmetry	0.106000–0.304000	0.181162, ±0.027414
F11	Fractal dimension mean	Coastline approximation”—1	0.049960–0.097440	0.062798, ±0.007060
F12	Radius severity	—	0.111500–2.873000	0.405172, ±0.277313
F13	Texture severity	—	0.360200–4.885000	1.216853, ±0.551648
F14	Perimeter severity	—	0.757000–21.980000	2.866059, ±2.021855
F15	Area severity	—	6.802000–542.200000	40.337079, ±45.491006
F16	Smoothness severity	—	0.001713–0.031130	0.007041, ±0.003003
F17	Compactness severity	—	0.002252–0.135400	0.025478, ±0.017908
F18	Concavity severity	—	0.000000–0.396000	0.031894, ±0.030186
F19	Concave points severity	—	0.000000–0.052790	0.011796, ±0.006170
F20	Symmetry severity	—	0.007882–0.078950	0.020542, ±0.008266
F21	Fractal dimension severity	—	0.000895–0.029840	0.003795, ±0.002646
F 22	Radius worst	—	7.930000–36.040000	16.269190, ±4.833242
F23	Texture worst	—	12.020000–49.540000	25.677223, ±6.146258
F 24	Perimeter worst	—	50.410000–251.200000	107.261213, ±33.602542
F 25	Area worst	—	185.200000–4254.000000	880.583128, ±569.356993
F26	Smoothness worst	—	0.071170–0.222600	0.132369, ±0.022832
F27	Compactness worst	—	0.027290–1.058000	0.254265, ±0.157336
F28	Concavity worst	—	0.000000–1.252000	0.272188, ±0.208624
F29	Concave points worst	—	0.000000–0.291000	0.114606, ±0.065732
F30	Symmetry worst	—	0.156500–0.663800	0.290076, ±0.061867
F31	Fractal dimension worst	—	0.055040–0.207500	0.083946, ±0.018061
y	Diagnosis	M = malignant = 1B = benign = 0	—	—