. 2020 Jul 11;1234:108–117. doi: 10.1007/978-981-15-7205-0_10

Table 7.

Compression of accuracy measures for the WBC Dataset.

Methodology	Study [6]	Study [10]	Proposed method
Without pre-processing	C4.5: 95% NB: 95.9% SVM: 97.3%	SMO: 96.19%, IBK: 95.90%, BF Tree: 95.46%	J48: 94.56%, NB: 95.99% SMO: 96.99%
With pre-processing	None	None	Delete records of missing values and Descretization J48: 95.91%, NB: 97.37% and SMO: 96.78%
Using the resample filter	None	None	Applying the resample filter for 4 times J48: 99.24%, NB: 99.12%, SMO: 99.56%

Methodology

Study [6]

Study [10]

Proposed method

Without pre-processing

C4.5: 95%

NB: 95.9%

SVM: 97.3%

SMO: 96.19%, IBK: 95.90%, BF Tree: 95.46%

J48: 94.56%, NB: 95.99%

SMO: 96.99%

With pre-processing

None

Delete records of missing values and Descretization

J48: 95.91%, NB: 97.37% and SMO: 96.78%

Using the resample filter

None

Applying the resample filter for 4 times

J48: 99.24%, NB: 99.12%, SMO: 99.56%