Combinatorial machine learning approaches for high-rise building cost prediction and their interpretability analysis

IF 1.5 4区工程技术 0 ARCHITECTURE

Journal of Asian Architecture and Building Engineering Pub Date : 2024-07-10 DOI:10.1080/13467581.2024.2378001

Zenghui Liu, Jing Lin

引用次数: 0

Abstract

This study focuses on addressing housing gaps in populous southern countries by emphasizing the importance of accurate early cost estimation in construction projects. It compares individual cost pr...

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高层建筑成本预测的组合机器学习方法及其可解释性分析

本研究通过强调在建筑项目中进行准确的早期成本估算的重要性，重点关注解决人口众多的南方国家的住房缺口问题。它比较了个别成本估算，并提出了一些建议。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Journal of Asian Architecture and Building Engineering 工程技术-结构与建筑技术

CiteScore

2.20

自引率

15.40%

发文量

127

审稿时长

9 months

期刊介绍： Journal of Asian Architecture and Building Engineering is a refereed international Open Access journal, serving researchers in academic and research organizations and all practitioners in the building sector. The journal is jointly-edited by the Architectural Institute of Japan (AIJ), the Architectural Institute of Korea (AIK), and the Architectural Society of China (ASC) and published bi-monthly. Asian academics and professionals have made efforts to find solutions to the themes derived from natural, geographical, socio-economical and cultural conditions in Asia. Their achievements have contributed to the evolution of research in the field of architecture and building engineering. For instance, achievements in structural engineering have contributed to the world by developing technology to assure safety of buildings in earthquake-prone areas. Asia has the largest share of the world''s population with high densities in urban areas. It is a growing and the most energetic region in terms of building activities, which produces valuable empirical knowledge and lessons to architects and building engineers in Asia. It is quite significant to contribute to global architecture and building engineering by presenting the knowledge and lessons beyond linguistic barriers. By publishing the journal in English, it is expected that Asian wisdom and experience will be disseminated to the world. In the countries where these institutions are based, building professions can enjoy the collaborative and holistic approach because the three institutions distinctively possess the whole range of expertise relating to architecture and building engineering.