LSTM Gate Dynamics Across Traffic Phases in the GEC-DTSP

5.5 KB of LSTM gate dynamics data for different traffic phases in the GEC-DTSP, authored by Fayez Alanazi. The dataset is available in XLS format under a CC-BY-4.0 license and was last updated on June 1, 2026.

Use Cases

• Analyze LSTM gate activation patterns based on the described traffic phases.
• Compare LSTM internal state transitions across different traffic conditions mentioned in the description.
• Validate or benchmark LSTM models used for traffic phase prediction tasks.

Strengths

• Dataset is small (5.5 KB), facilitating quick download and initial exploration.
• Published under a permissive CC-BY-4.0 license, allowing for broad reuse.

Limitations

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

Provenance

Source

Fayez Alanazi via figshare

Freshness

Last updated 2026-06-01 18:01:03; freshness should be verified.