Classification Performance Evaluation Metrics with Definitions and Formulas

A collection of evaluation metrics for performance assessment in classification tasks. Definitions and formulas are provided for quantifying classification quality. The dataset was authored by Masrafe Bin Hannan Siam and last updated on March 19, 2026.

Use Cases

• Compare model performance based on standard classification metrics mentioned in the description
• Implement metric calculations based on provided formulas
• Educate students on performance assessment for classification tasks
• Benchmark new classification algorithms against established metrics

Strengths

• Includes definitions and formulas for metrics, which suggests structured documentation.
• Released under a permissive CC-BY-4.0 license.
• File size is 5.5 KB, indicating a concise, focused resource.

Limitations

• Row count and column-level documentation are absent; field semantics must be inferred after download.
• Description metadata is limited; actual data quality requires manual inspection after download.

Provenance

Source

figshare

Freshness

Last updated 2026-03-19 17:42:12; freshness should be verified.