SMOTE + 5-Fold Cross-Validation Results for Selected Datasets

Hashim Hussain published results from applying SMOTE and 5-fold cross-validation to selected datasets. The dataset is a 5.5 KB Excel file available under a CC-BY-4.0 license. It was last updated on May 28, 2026.

Use Cases

• Benchmarking SMOTE performance based on reported cross-validation results.
• Comparing model evaluation metrics across different datasets mentioned in the description.
• Analyzing the effectiveness of resampling techniques for imbalanced classification.

Strengths

• Dataset is small (5.5 KB), facilitating quick download and inspection.
• Results are shared under a permissive CC-BY-4.0 license.
• The description specifies the use of SMOTE and 5-fold cross-validation, clarifying the methodology.

Limitations

• Row count and specific column names are unknown, limiting suitability assessment.
• Column-level documentation is absent; field semantics must be inferred after download.
• The description metadata is limited; actual data quality requires manual inspection.

Provenance

Source

Hashim Hussain via figshare.

Collection Method

Likely generated from computational experiments applying SMOTE and cross-validation.

Freshness

Last updated 2026-05-28 17:42:37; freshness should be verified.