Comparing econometric analyses with machine learning approaches: a study on Singapore private property market

• المؤلفون الرئيسيون: Bian, Tingbin, Chen, Jin, Feng, Qu, Li, Jingyi
• مؤلفون آخرون: School of Social Sciences
• التنسيق: مقال
• اللغة: English
• منشور في: 2022
• الموضوعات: Social sciences::Economic development; Singapore Property Price; Hedonic Model
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/155087

We aim to compare econometric analyses with machine learning approaches in the context of Singapore private property market using transaction data covering the period of 1995-2018. A hedonic model is employed to quantify the premiums of important attributes and amenities, with a focus on the premium...