.png){kind=icon}
返回
Text mining and natural language processing in construction
.png){kind=icon}
PRE
AI
DOI：10.1016/j.autcon.2023.105200.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Text mining (TM) and natural language processing (NLP) have stirred interest within the construction field, as they offer enhanced capabilities for managing and analyzing text-based information. This highlights the need for a systematic review to identify the status quo, gaps, and future directions from the perspective of construction management. A review was conducted by aligning the objectives of 205 publications with the specific domains, areas, tasks, and processes outlined in construction management practices. This review reveals multiple facets of the construction sector empowered by TM/NLP approaches and highlights essential voids demanding consideration for automation possibilities and minimizing manual tasks. Ultimately, following identified obstacles, the review results indicate potential research opportunities: (1) strengthening overlooked construction aspects, (2) coupling diverse data formats, and (3) leveraging pre-trained language models and reinforcement learning. The findings will provide vital insights, fostering further progress in TM/NLP research and its applications in academia and industry.
Keyword:
Text mining
Natural language processing
Machine learning
Computational linguistics
Language models
Construction
Project management
期刊
IF:
11.5
论文数:
6.3K
被引数:
4.2W
机构
引用论文
Automated Approach for Digitalizing Scope of Work Requirements to Support Contract Management数字化工作要求范围以支持合同管理的自动化方法
PREAI
分享收藏Investigating the Use of ChatGPT for the Scheduling of Construction Projects调查ChatGPT在建设项目调度中的使用.png)
BUILDINGS
OAAI
BUILDINGSIF3.1
OAAI分享收藏Improving knowledge capture and retrieval in the BIM environment: Combining case-based reasoning and natural language processing改善BIM环境中的知识捕获和检索: 结合基于案例的推理和自然语言处理
PREAI
分享收藏Intelligent question answering method for construction safety hazard knowledge based on deep semantic mining基于深度语义挖掘的建筑安全隐患知识智能问答方法
PREAI
分享收藏
查看更多内容