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    A Data-Driven Recommendation System for Construction Safety Risk Assessment 

    Source: Journal of Construction Engineering and Management:;2023:;Volume ( 149 ):;issue: 012:;page 04023139-1
    Author(s): Fatemeh Mostofi; Vedat Toğan
    Publisher: ASCE
    Abstract: Subjectivity and uncertainty of risk assessment (RA) procedures can be improved by replacing guesswork with data-driven approaches such as machine learning (ML). Although a plethora of ML prediction techniques have been ...
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    Optimization of Steel Monopod-Offshore-Towers Under Probabilistic Constraints 

    Source: Journal of Offshore Mechanics and Arctic Engineering:;2010:;volume( 132 ):;issue: 002:;page 21605
    Author(s): Halil Karadeniz; Vedat Togan; Ton Vrouwenvelder
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: In this work, economical design implementation of a circular steel monopod-offshore-tower, which is subjected to the extreme wave loading, is presented. The mass of the tower is considered as ...
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    Construction Delay Prediction Model Using a Relationship-Aware Multihead Graph Attention Network 

    Source: Journal of Management in Engineering:;2025:;Volume ( 041 ):;issue: 003:;page 04025010-1
    Author(s): Fatemeh Mostofi; Onur Behzat Tokdemir; Vedat Toğan
    Publisher: American Society of Civil Engineers
    Abstract: Existing machine learning (ML) delay prediction models cannot process dependencies among the construction progress records. This study investigates graph attention networks (GAT) incorporating multihead attention mechanisms ...
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    Comprehensive Root Cause Analysis of Construction Defects Using Semisupervised Graph Representation Learning 

    Source: Journal of Construction Engineering and Management:;2023:;Volume ( 149 ):;issue: 009:;page 04023079-1
    Author(s): Fatemeh Mostofi; Onur Behzat Tokdemir; Vedat Toğan
    Publisher: ASCE
    Abstract: Quality is a substantial pillar of construction success, as its failure poses a significant threat to the construction budget and schedule. Effective root cause (RC) analysis allows for the early identification of issues ...
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    Multiedge Graph Convolutional Network for House Price Prediction 

    Source: Journal of Construction Engineering and Management:;2023:;Volume ( 149 ):;issue: 011:;page 04023112-1
    Author(s): Fatemeh Mostofi; Vedat Toğan; Hasan Basri Başağa; Ahmet Çıtıpıtıoğlu; Onur Behzat Tokdemir
    Publisher: ASCE
    Abstract: Accurate house price prediction allows construction investors to make informed decisions about the housing market and understand the growth opportunities for development and the risks and rewards of different construction ...
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    Predicting the Cost of Rework in High-Rise Buildings Using Graph Convolutional Networks 

    Source: Journal of Construction Engineering and Management:;2024:;Volume ( 150 ):;issue: 008:;page 04024085-1
    Author(s): Fatemeh Mostofi; Onur Behzat Tokdemir; Vedat Toğan; David Arditi
    Publisher: American Society of Civil Engineers
    Abstract: To reduce the risk of unexpected cost of rework (COR), a variety of predictive models have been developed in the construction management literature. However, they primarily focus on prediction accuracy, and rather less ...
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