Table 2 Comparison experiments for our method.

From: Residential real estate price prediction based on adaptive loss function and feature embedding optimization

Methods

MSE

MAE

R2

EVS

Baseline

0.0425

0.0232

0.854

0.856

Li et al. (2017)

0.0420

0.0312

0.855

0.853

Li (2023)

0.0354

0.0182

0.893

0.899

Liu and Ma (2024)

0.0123

0.0162

0.887

0.879

Demirhan and Baser (2024)

0.0217

0.0178

0.896

0.871

Zhao et al. (2024)

0.0192

0.0156

0.886

0.880

Sharma et al. (2024)

0.0134

0.0147

0.923

0.902

Ozalp and Akıncı (2024)

0.0113

0.0138

0.919

0.900

Samadadiya et al. (2024)

0.0079

0.0123

0.948

0.923

Ours

0.0059

0.0099

0.975

0.951

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