数据集

算法

训练时间/s

分类准确度/%

1 year

SVM

6.7661

96.2143

PCA-SVM

3.3170

96.2381

KNBN-SVM

3.6625

96.0810

PCA-KNBN-SVM

1.3604

96.1542

2 year

SVM

11.3482

96.0831

PCA-SVM

5.3114

96.1538

KNBN-SVM

6.0901

96.0308

PCA-KNBN-SVM

1.9551

94.0554

3 year

SVM

9.0499

95.2400

PCA-SVM

4.3659

95.2877

KNBN-SVM

4.9939

95.1385

PCA-KNBN-SVM

1.4137

95.2154

4 year

SVM

6.6030

94.7493

PCA-SVM

3.2719

94.8358

KNBN-SVM

4.1297

94.7164

PCA-KNBN-SVM

1.2211

94.7910

5 year

SVM

3.9666

93.1241

PCA-SVM

2.0605

93.1724

KNBN-SVM

2.9333

92.8345

PCA-KNBN-SVM

0.8076

93.1310