Statistical Comparison of CNN Models with Other Classifiers

A statistical comparison of Convolutional Neural Network models against other classifiers. The dataset is a 5.5 KB Excel file authored by Ting Wang and last updated on April 9, 2026. It is shared under a CC-BY-4.0 license on the figshare platform.

Use Cases

• Benchmark CNN performance against traditional classifiers based on the statistical comparison.
• Inform model selection for classification tasks based on comparative evaluation results.
• Support meta-analysis of machine learning model efficacy based on compiled statistical data.

Strengths

• Dataset is openly licensed under CC-BY-4.0, permitting reuse and redistribution.
• File size is 5.5 KB, indicating a concise and focused data collection.

Limitations

• Row count is unknown, which may limit suitability assessment.
• Column-level documentation is absent; field semantics must be inferred after download.

Provenance

Source

figshare

Collection Method

Statistical comparison results, likely compiled from experiments.

Time Range

Publication date suggests data is current as of 2026.

Freshness

Last updated 2026-04-09 17:25:05; freshness should be verified.

Geography

Geographic scope is not specified.