# Constrained Clustering on shuttle

Source: [Constrained Clustering on shuttle](<https://www.sota2.com/research/sota/constrained-clustering-on-shuttle>)

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

Data updated: 2026-03-31T08:50:34.487Z

Evaluation of Constrained Clustering performance on the shuttle dataset, measured by Algorithm success rate.

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 | Constrained Clustering |
| Dataset (including any stated split) | shuttle |
| Metric | Success Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [Success Rate](<https://www.sota2.com/research/sota/constrained-clustering-on-shuttle.md?metric=Success%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| KSKM | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| KSKM | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| KSKM | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| KSKM\_E | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| KSKM\_E | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| KSKM\_E | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| PCCC | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| PCCC | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| PCCC | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| BLPKMCC | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| BLPKMCC | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| BLPKMCC | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| COPKM\_P | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| COPKM\_P | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| COPKM\_P | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| COPKM | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| COPKM | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| COPKM | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |

### KSKM

Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed09.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.005"}. This record does not assert independent reproduction.

### KSKM

Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed0a.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.01"}. This record does not assert independent reproduction.

### KSKM

Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed0b.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.05"}. This record does not assert independent reproduction.

### KSKM\_E

Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed0c.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.005"}. This record does not assert independent reproduction.

### KSKM\_E

Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed0d.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.01"}. This record does not assert independent reproduction.

### KSKM\_E

Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed0e.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.05"}. This record does not assert independent reproduction.

### PCCC

Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed0f.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753c1e209131cea66a0a.md>)

Recorded evaluation configuration: {"Constraints Level":"0.005"}. This record does not assert independent reproduction.

### PCCC

Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed10.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753c1e209131cea66a0a.md>)

Recorded evaluation configuration: {"Constraints Level":"0.01"}. This record does not assert independent reproduction.

### PCCC

Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed11.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753c1e209131cea66a0a.md>)

Recorded evaluation configuration: {"Constraints Level":"0.05"}. This record does not assert independent reproduction.

### BLPKMCC

Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed12.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.005"}. This record does not assert independent reproduction.

### BLPKMCC

Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed13.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.01"}. This record does not assert independent reproduction.

### BLPKMCC

Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed14.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.05"}. This record does not assert independent reproduction.

### COPKM\_P

Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed15.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.005"}. This record does not assert independent reproduction.

### COPKM\_P

Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed16.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.01"}. This record does not assert independent reproduction.

### COPKM\_P

Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed17.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.05"}. This record does not assert independent reproduction.

### COPKM

Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed18.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.005"}. This record does not assert independent reproduction.

### COPKM

Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed19.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.01"}. This record does not assert independent reproduction.

### COPKM

Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed1a.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.05"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
