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Table 1 Comparison of overall accuracy on microarray gene expression datasets

From: BCDForest: a boosting cascade deep forest model towards the classification of cancer subtypes based on gene expression data

Code

Dataset

Sample

Gene

Class

Overall Accuracy

KNN

LR

RF

SVM

gcForest

BCDForest

1

Adenocarcinoma

76

9868

2

0.842

0.736

0.841

0.842

0.857

0.928

2

Brain

42

5597

5

0.784

0.858

0.796

0.690

0.892

0.964

3

Colon

62

2000

2

0.801

0.660

0.846

0.885

0.916

0.916

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BMC Bioinformatics

ISSN: 1471-2105

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