Comparison of Four-Step Travel Demand and Deep Learning Models

A comparison between the four-step travel demand model and existing deep learning models, authored by Yue Li and published on figshare in April 2026. The dataset is 5.5 KB in size and available as an Excel file under a CC-BY-4.0 license.

Use Cases

• Benchmarking model performance based on the described comparison.
• Analyzing methodological differences between classical and AI-based travel demand models.
• Training or validating new predictive models using the comparative framework.

Strengths

• Dataset is openly licensed (CC-BY-4.0).
• File size is small (5.5 KB), facilitating quick download and inspection.

Limitations

• Description metadata is limited; actual data quality requires manual inspection after download.
• Row count is unknown, which may limit suitability assessment.
• Column-level documentation is absent; field semantics must be inferred after download.

Provenance

Source

figshare

Freshness

Last updated 2026-04-16 17:41:54; freshness should be verified.