Research Article

Correlation-Based Ensemble Feature Selection Using Bioinspired Algorithms and Classification Using Backpropagation Neural Network

Table 5

Feature importance of Hepatitis dataset.

S. no.FeatureFeature importanceRank

1Age0.3355033
2Sex0.01435615
3Steroid0.01144316
4Antivirals0.03379311
5Fatigue0.02226913
6Malaise0.01978814
7Anorexia0.01006117
8Liver big0.00790718
9Liver firm0.03224812
10Spleen palpable0.03689510
11Spiders0.0958539
12Ascites:0.0990088
13Varices0.1102387
14Bilirubin0.2023736
15Alk phosphate0.5327821
16SGOT0.5110082
17Albumin0.219385
18Protime0.2949314