# Handwritten Digit Classification on pendigits (train)

Source: [Handwritten Digit Classification on pendigits (train)](<https://www.sota2.com/research/sota/handwritten-digit-classification-on-pendigits-train>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-08T08:07:15.604Z

Evaluation of Handwritten Digit Classification performance on the training split of the Pendigits dataset, measured by Misclassification count.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Handwritten Digit Classification |
| Dataset (including any stated split) | pendigits (train) |
| Metric | Misclassification Rate |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Misclassification Rate](<https://www.sota2.com/research/sota/handwritten-digit-classification-on-pendigits-train.md?metric=Misclassification%20Rate>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Misclassification Rate | Result date | Report paper |
| --- | --- | --- | --- |
| IhSC | 0.25647184414198027 | Not recorded | 69d5e0e87d0172140ec758d4 |
| k-means | 0.3018414731785428 | Not recorded | 69d5e0e87d0172140ec758d4 |
| PSC | 0.32599412863624233 | Not recorded | 69d5e0e87d0172140ec758d4 |

### IhSC

Misclassification Rate: 0.25647184414198027. Result ID: 69d60c7a47f34ce924be7155.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0e87d0172140ec758d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d5e0e87d0172140ec758d4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### k-means

Misclassification Rate: 0.3018414731785428. Result ID: 69d60c7a47f34ce924be7157.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0e87d0172140ec758d4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PSC

Misclassification Rate: 0.32599412863624233. Result ID: 69d60c7a47f34ce924be7156.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0e87d0172140ec758d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5b4a1e209131ce9c6e29.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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