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Table 1 Comparison of prediction performance on lncRNA-protein interactions on the NPInter v3.0 human dataset

From: DeepLPI: a multimodal deep learning method for predicting the interactions between lncRNAs and protein isoforms

Broad category

Methods

AUC

AUPRC

Machine-learning based methods

RPISeq (RF)

0.708

0.486

RPISeq (SVM)

0.701

0.473

lncPro

0.723

0.588

rpiCOOL

0.721

0.503

IPMiner

0.714

0.569

lncADeep

0.825

0.646

RPITER

0.827

0.664

LPI-BLS

0.782

0.575

DeepLPI

0.866

0.703

Network based methods

LPIHN

0.776

0.421

LPBNI

0.786

0.559

PLPIHS

0.672

0.483

LPLNP

0.801

0.566

PLIPCOM

0.821

0.609

SFPEL-LPI

0.823

0.599