城市建筑2025,Vol.22Issue(2) :196-200.DOI:10.19892/j.cnki.csjz.2025.02.49

F-TabNet模型在工程评标优化中的应用研究

Research on the Application of F-TabNet Model in the Optimization of Engineering Bidding

汪嵩松 刘杰
城市建筑2025,Vol.22Issue(2) :196-200.DOI:10.19892/j.cnki.csjz.2025.02.49

F-TabNet模型在工程评标优化中的应用研究

Research on the Application of F-TabNet Model in the Optimization of Engineering Bidding

汪嵩松 1刘杰2
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作者信息

  • 1. 新疆农业大学计算机与信息工程学院
  • 2. 上海邮电设计咨询研究院有限公司
  • 折叠

摘要

为提高工程项目评标的准确性和合理性,本研究采用模糊综合评价方法(fuzzy comprehensive appraisal,FCA)处理评价指标体系中的模糊因素,并结合TabNet模型对评价方法进行了创新性的优化研究.该研究不仅涉及特征选择、模型训练与预测,还提出了一个新颖的F-TabNet评价模型,该模型有效地利用TabNet网络的强大表达能力.研究成果验证了F-TabNet评价方法在工程项目评标中的应用价值,该方法不仅能够准确预测评标结果,而且具备较强的解释性,这对于推动项目评标决策的科学性和合理化具有重要意义.

Abstract

To enhance the accuracy and rationality of bidding decisions in engineering projects,this paper utilizes the fuzzy comprehensive appraisal(FCA)method to address the ambiguous factors within the evaluation indicator system and integrates this with the TabNet model for an innovative optimization of the bidding evaluation method.Not only does this research involve feature selection,model training and prediction,but it also introduces an original F-TabNet evaluation model,which effectively leverages the great expressive power of the TabNet network.The findings verify the application value of the F-TabNet evaluation method in the bidding process for engineering projects.The method can not only precisely predict the bidding outcomes,but also have a robust interpretability.It has an important significance for promoting the scientification and rationalization of project bidding decisions.

关键词

项目评标/F-TabNet模型/特征选择/决策准确性/数据分析与预测

Key words

project bidding evaluation/F-TabNet model/feature selection/decision accuracy/data analysis and prediction

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出版年

2025
城市建筑
黑龙江科学技术出版社

城市建筑

影响因子:0.761
ISSN:1673-0232
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