Predicting Competitive Bidding Levels in Transportation Projects Using Explainable Machine Learning and Deep Learning Methods
Journal of Construction Engineering and Management, 152(12), 04026208.
DOIPUBLICATIONS
Research & scholarship
Journal articles, conference papers, and research reports.
35 publications
Interpretable Machine Learning for Classifying Expansion and Deceleration Regimes in the U.S
Housing Market Using Construction Cost and Supply Indicators. Buildings, 16(15), 3000.
DOIA systematic review of technologies and methodologies for automated bridge inspection
Structure and Infrastructure Engineering, 1-20.
DOIHybrid Forecasting of University Electricity Demand Using Time Series and Deep Learning
Energy and Buildings, 347(Part B). ISSN 0378-7788.
Read paper ↗Predictive Modeling of Low Bid Deviations in US Transportation Infrastructure Projects
Built Environment Project and Asset Management, 1–19.
Read paper ↗Ensemble Machine Learning Classification Models for Predicting Pavement Condition
Transportation Research Record. 03611981241240766.
Improving the Management Practices for Right-of-Way Acquisition Process
Journal of Legal Affairs and Dispute Resolution in Engineering and Construction, 14(1), 04521038.
Synthesis of Practices and Tools for Cost Estimation and Cost Management for Transportation Projects
Journal for the Advancement of Performance Information and Value, 13(1), 22–22.
Forecasting Ratio of Low Bid to Owner's Estimate for Highway Construction
Journal of Construction Engineering and Management, 147(1), 04020157.
Analysis of the Variability of Submitted Unit Price Bids for Asphalt Line Items in Highway Projects
Journal of Construction Engineering and Management, 145(4), 04019020.
A Data Envelopment Analysis (DEA) Model for Building Energy Benchmarking
Journal of Engineering, Design and Technology.
Profile Monitoring for Examining Impact of Hurricane Katrina and Rita on Highway Construction Cost
Transportation Research Record, 2672(51), 79–87.
Prediction of Unit Price Bids of Resurfacing Highway Projects Through Ensemble Machine Learning
Journal of Computing in Civil Engineering, 32(5), 04018043.
Identifying Regional Disparities in Affordable Housing Supply for Construction Planning and Policy
Construction Research Congress 2026, San Antonio, TX, March 18–21, 2026.
Using Shapley Additive Explanations to Explore Features Affecting Expenditure Cash Flow Patterns
Joint CSCE Construction Specialty & CRC Conference 2025.
Assessing the Sustainability Skills Gap Between Industry Needs and Academic Training in Construction Management
CIB Conferences, 1(1), 230.
Empirical Analysis of Pavement Condition Transition Probabilities
Construction Research Congress 2024.
Fixed Budget-Best Value Procurement Method and Case Studies for Transportation Projects
Proceedings of the 59th Annual Associated Schools of Construction, 4, 668–676.
Empirical Analysis of Lump Sum Pay Item Prices for Highway Projects
EPiC Series in Built Environment, 3, 209–217.
A Pattern-Recognition Method for Highway Construction Project Expenditure Cash Flows Using Clustering-Based K-Means Approach
Construction Research Congress 2022, 302–310.
Developing a Multivariate Time-Series Model to Forecast the Level of Competition in Transportation Projects
Construction Research Congress 2022, 283–291.
Analyzing State Highway Agencies' Project Management Organizational Structures
EPiC Series in Built Environment, 2, 173–181.
The Implementation of BIM Application in University Teaching: Case Study of a Construction Management Program
2020 ASEE Virtual Annual Conference Content Access.
Assessing Low Bid Deviation from Engineer's Estimate in Highway Construction Projects
Proceedings of the Associated Schools of Construction, Denver, CO, 10–13.
Assessment of Spatial Correlation Patterns of Unit Price Bids and External Factors
Proceedings of the 54th Associated Schools of Construction (ASC) Annual International Conference, 18–21.
Statistical Modeling of Number of Bidders in Highway Resurfacing and Widening Construction Projects
Construction Research Congress 2018, 670–679.
Spatial Regression Analysis for Modelling the Spatial Variation in Highway Construction Costs
The Ninth International Structural Engineering and Construction Conference (ISEC-9), Valencia, Spain, July 24–29, 2017.
Recommended Practices for the Cost Control of Highway Project Development
Construction Research Congress 2016, 739–748.
Enhancing the GDOT's Maintenance Decision Trees Considering the Effectiveness of Various Treatment Options in Different Geographical Locations and Over Time (No
FHWA-GA-24-2103). Georgia Department of Transportation, Office of Performance-Based Management & Research.
Enhancing the Accuracy of Construction Cost Estimates for Major Lump Sum (LS) Pay Items and Generating a More-Accurate List of Pay Items Throughout the Design Development Process (No
FHWA-GA-22-2017). Georgia Department of Transportation, Office of Performance-Based Management & Research.
Estimating ROW Acquisition Project Timelines for Major Projects Based on Analyzing ROW Acquisition Processes: Phase I (No
FHWA-GA-21-183). Georgia Department of Transportation, Office of Performance-Based Management and Research.
Evaluation of Georgia Department of Transportation Office of Program Delivery Project Management Organizational Structure in Comparison to Other States' DOT Practices, Tier 1: Best Management Practices (BMPs) of Design-Bid-Build Transportation Program (No
FHWA-GA-20-1812). Georgia Department of Transportation, Office of Performance-Based Management & Research.
Enhancement of the Comprehensive Risk Assessment for Transportation Projects (No
FHWA-GA-18-1628). Georgia Department of Transportation.
Risk Mitigation Strategies to Enhance the Delivery of Highway Projects (No
FHWA-GA-18-1640). Georgia Department of Transportation, Office of Performance-Based Management and Research.
Best Practices for Budget-Based Design (No
FHWA-GA-17-1409). Georgia Department of Transportation, Office of Research.
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