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Table 3 The optimal algorithm determined by using various indices for different types of datasets.

From: Missing value imputation for microarray data: a comprehensive comparison study and a web tool

Index

Data

Best algorithm

NRMSE

Time series

ILLS

 

Non-time series

LS

 

Mixed type

LS

 

All Data

LS

CPP

Time series

ILLS, LLS

 

Non-time series

SKNN

 

Mixed type

LS

 

All data

ILLS

BLCI

Time series

SLLS

 

Non-time series

SKNN

 

Mixed type

ILLS

 

All data

SLLS

Average index

Time series

SLLS

 

Non-time series

LS

 

Mixed type

ILLS

 

All data

ILLS