Shuffle Test for Genomic Ordering in a BiLSTM-Cox Survival Model

A shuffle test dataset validating the genomic ordering used by a BiLSTM-Cox survival head. The dataset is 5.5 KB in size and was authored by Yan Wang. It was last updated on April 13, 2026, and is shared under a CC-BY-4.0 license on figshare.

Use Cases

• Validate the importance of feature ordering in a BiLSTM-Cox model based on the described genomic ordering test.
• Benchmark model robustness against random permutations of genomic input sequences.
• Reproduce methodological validation steps for a neural network-based survival analysis pipeline.

Strengths

• Dataset is small (5.5 KB), ensuring fast download and easy inspection.
• Has a clear, permissive license (CC-BY-4.0) for reuse and modification.
• Provides a specific methodological validation test for a named machine learning architecture (BiLSTM-Cox).

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

figshare, author Yan Wang.

Collection Method

Likely generated as part of a computational validation experiment for a research project.

Freshness

Last updated 2026-04-13 17:24:45; freshness should be verified.