# Outlier Explanation on HEART DISEASE

Source: [Outlier Explanation on HEART DISEASE](<https://www.sota2.com/research/sota/outlier-explanation-on-heart-disease>)

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

Data updated: 2026-02-26T05:49:47.311Z

Evaluation of model performance on providing explanations for outliers detected within the HEART DISEASE dataset, measured by metrics such as FUO, FCO, and MDL.

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 | Outlier Explanation |
| Dataset (including any stated split) | HEART DISEASE |
| Metric | MDL |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [MDL](<https://www.sota2.com/research/sota/outlier-explanation-on-heart-disease.md?metric=MDL>): Lower is better; unit: SCALAR.

- [FUO](<https://www.sota2.com/research/sota/outlier-explanation-on-heart-disease.md?metric=FUO>): Higher is better; unit: SCALAR.

- [FCO](<https://www.sota2.com/research/sota/outlier-explanation-on-heart-disease.md?metric=FCO>): Higher is better; unit: SCALAR.

- [FCN](<https://www.sota2.com/research/sota/outlier-explanation-on-heart-disease.md?metric=FCN>): Higher is better; unit: SCALAR.

- [AL](<https://www.sota2.com/research/sota/outlier-explanation-on-heart-disease.md?metric=AL>): Higher is better; unit: SCALAR.

- [NT](<https://www.sota2.com/research/sota/outlier-explanation-on-heart-disease.md?metric=NT>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MDL | Result date | Report paper |
| --- | --- | --- | --- |
| D-BCCM | 642 | Not recorded | 68fa66981e209131cea11375 |
| BRS | 656 | Not recorded | 68fa66981e209131cea11375 |
| D-WCCM | 789 | Not recorded | 68fa66981e209131cea11375 |
| RIPPER | 1169 | Not recorded | 68fa66981e209131cea11375 |
| DTDM | 3610 | Not recorded | 68fa66981e209131cea11375 |

### D-BCCM

MDL: 642. Result ID: 698cfae48b517eb4331e23ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66981e209131cea11375.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66981e209131cea11375.md>)

Recorded evaluation configuration: {"Time (s)":0.02}. This record does not assert independent reproduction.

### BRS

MDL: 656. Result ID: 698cfae48b517eb4331e23c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66981e209131cea11375.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62281e209131ce9f7afb.md>)

Recorded evaluation configuration: {"Time (s)":43.06}. This record does not assert independent reproduction.

### D-WCCM

MDL: 789. Result ID: 698cfae48b517eb4331e23c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66981e209131cea11375.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66981e209131cea11375.md>)

Recorded evaluation configuration: {"Time (s)":0.53}. This record does not assert independent reproduction.

### RIPPER

MDL: 1169. Result ID: 698cfae48b517eb4331e23c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66981e209131cea11375.md>)

Recorded evaluation configuration: {"Time (s)":104.82}. This record does not assert independent reproduction.

### DTDM

MDL: 3610. Result ID: 698cfae48b517eb4331e23c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66981e209131cea11375.md>)

Recorded evaluation configuration: {"Time (s)":18.13}. This record does not assert independent reproduction.

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