# Clustering on Europe Air-Traffic

Source: [Clustering on Europe Air-Traffic](<https://www.sota2.com/research/sota/clustering-on-europe-air-traffic>)

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

Data updated: 2026-02-26T05:28:06.528Z

Evaluation of Clustering performance on the Europe Air-Traffic dataset, typically measured using Accuracy (ACC), Normalized Mutual Information (NMI), and Adjusted Rand Index (ARI).

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 | Clustering |
| Dataset (including any stated split) | Europe Air-Traffic |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/clustering-on-europe-air-traffic.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [NMI](<https://www.sota2.com/research/sota/clustering-on-europe-air-traffic.md?metric=NMI>): Higher is better; unit: PERCENT.

- [ARI](<https://www.sota2.com/research/sota/clustering-on-europe-air-traffic.md?metric=ARI>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| R-GMM-VGAE | 57.4 | Not recorded | 68fa6b691e209131cea2e338 |
| R-DGAE | 57.1 | Not recorded | 68fa6b691e209131cea2e338 |
| DGAE | 53.6 | Not recorded | 68fa6b691e209131cea2e338 |
| GMM-VGAE | 53.1 | Not recorded | 68fa6b691e209131cea2e338 |
| R-DGAE | 0.567 | Not recorded | 68fa6b691e209131cea2e338 |
| R-GMM-VGAE | 0.564 | Not recorded | 68fa6b691e209131cea2e338 |
| DGAE | 0.532 | Not recorded | 68fa6b691e209131cea2e338 |
| GMM VGAE | 0.523 | Not recorded | 68fa6b691e209131cea2e338 |

### R-GMM-VGAE

Accuracy: 57.4. Result ID: 698e8a42ffc3901de09e7b68.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b691e209131cea2e338.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b691e209131cea2e338.md>)

[Implementation](<https://github.com/nairouz/R-GAE>)

Recorded evaluation configuration: {"variant":"revisited"}. This record does not assert independent reproduction.

### R-DGAE

Accuracy: 57.1. Result ID: 698e8a42ffc3901de09e7b6a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b691e209131cea2e338.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b691e209131cea2e338.md>)

[Implementation](<https://github.com/nairouz/R-GAE>)

Recorded evaluation configuration: {"variant":"revisited"}. This record does not assert independent reproduction.

### DGAE

Accuracy: 53.6. Result ID: 698e8a42ffc3901de09e7b69.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b691e209131cea2e338.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b691e209131cea2e338.md>)

[Implementation](<https://github.com/nairouz/R-GAE>)

Recorded evaluation configuration: {"variant":"original"}. This record does not assert independent reproduction.

### GMM-VGAE

Accuracy: 53.1. Result ID: 698e8a42ffc3901de09e7b67.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b691e209131cea2e338.md>)

Recorded evaluation configuration: {"variant":"original"}. This record does not assert independent reproduction.

### R-DGAE

Accuracy: 0.567. Result ID: 698e8a41ffc3901de09e7b16.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b691e209131cea2e338.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b691e209131cea2e338.md>)

[Implementation](<https://github.com/nairouz/R-GAE>)

Recorded evaluation configuration: {"robust":true}. This record does not assert independent reproduction.

### R-GMM-VGAE

Accuracy: 0.564. Result ID: 698e8a41ffc3901de09e7b14.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b691e209131cea2e338.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b691e209131cea2e338.md>)

[Implementation](<https://github.com/nairouz/R-GAE>)

Recorded evaluation configuration: {"robust":true}. This record does not assert independent reproduction.

### DGAE

Accuracy: 0.532. Result ID: 698e8a41ffc3901de09e7b15.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b691e209131cea2e338.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b691e209131cea2e338.md>)

[Implementation](<https://github.com/nairouz/R-GAE>)

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

### GMM VGAE

Accuracy: 0.523. Result ID: 698e8a41ffc3901de09e7b13.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b691e209131cea2e338.md>)

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

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