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Swastika Barua

Texas State University

TX

United States

SCHOLARLY PAPERS

7

DOWNLOADS

746

TOTAL CITATIONS

2

Scholarly Papers (7)

1.

Gen-AI for Transportation Planning

Shriyank Somvanshi, Swastika Barua, Jinli Liu, and Subasish Das, Ph.D.. 2024. Gen-AI for Transportation Planning. J. ACM 37, 4 (December 2024), 13 pages
Number of pages: 13 Posted: 31 Jan 2025
Texas State University, Texas State University, Texas State University, San Marcos and Texas State University
Downloads 266 (287,269)

Abstract:

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Deep learning theory, Generative Adversarial Networks (GANs), Variational Autoencoders (VAEs), AI ethics, Synthetic data generation, Urban planning

2.

Realism and Causality in Synthetic Data Generation: A Survey

Number of pages: 39 Posted: 31 Oct 2025
Texas State University, Texas State University, Texas State University, Texas State University, Texas State University, Texas State University and Texas State University
Downloads 226 (348,255)
Citation 1

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Synthetic Data Generation, Realistic Artificial Data, Generative Models, Privacy-Preserving Machine Learning, Benchmarking and Evaluation Frameworks

3.

Motorcyclist Injury Severity on Curved Segments: Temporal Variations & Unobserved Heterogeneity

Number of pages: 60 Posted: 24 Oct 2024
Texas State University, Texas State University, University of Louisiana at Lafayette, Texas State University and Texas State University
Downloads 70 (875,328)
Citation 1

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Motorcycle, Curved Segments, Temporal Variations, Cloudy, Fixed Object, Darkness

4.

Built Environment and Injury Risk: Association Rule-Based Exploration of E-Scooter Crashes in Texas Cities

Number of pages: 29 Posted: 11 Aug 2025
Texas State University, Texas State University, Texas State University, Texas State University, Texas State University and Texas State University
Downloads 50 (1,063,489)

Abstract:

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E-scooter, crash severity, association rule mining, lift increase criterion

5.

Behavioral and Temporal Dynamics of Child Pedestrian Crash Injury Patterns: Evidence from Random Parameter Modeling

Number of pages: 46 Posted: 27 Aug 2025
Texas State University, Texas State University, Texas State University, Texas State University, Texas State University, University of Ha'il and Texas State University
Downloads 49 (1,086,013)

Abstract:

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Child pedestrian, injury severity, random parameter, unobserved heterogeneity, temporal instability

6.

Hybrid Dimension Reduction and Random Parameter Logit Models to Classify Crash Severity in Glare Induced Traffic Crashes

Number of pages: 69 Posted: 05 Nov 2025
Texas State University, Texas State University, Texas State University, Texas State University, Texas State University, University of Ha'il and Texas State University
Downloads 44 (1,133,231)

Abstract:

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Latent heterogeneity, Cluster Correspondence Analysis (CCA), Multinomial Logit Analysis, Hybrid analysis, Glare

7.

Behavioral Patterns and Severity Outcomes in E-Scooter Crashes: An Association Rule Mining Approach Using the Lift Increase Criterion

Number of pages: 27 Posted: 03 Jul 2025
Texas State University, Texas State University, Texas State University, Texas State University, Texas State University and Texas State University
Downloads 41 (1,170,409)

Abstract:

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E-scooter, crash severity, association rule mining, lift increase criterion