# Multivariate Time Series Classification on Baydogan All 16 datasets total (test)

Source: [Multivariate Time Series Classification on Baydogan All 16 datasets total (test)](<https://www.sota2.com/research/sota/multivariate-time-series-classification-on-baydogan-all-16-datasets-total-test>)

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

Data updated: 2026-02-26T05:52:16.422Z

Evaluation of Multivariate Time Series Classification performance across all 16 datasets in the Baydogan suite, using ranking metrics.

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 | Multivariate Time Series Classification |
| Dataset (including any stated split) | Baydogan All 16 datasets total (test) |
| Metric | Mean Rank (NLPP) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [Mean Rank (NLPP)](<https://www.sota2.com/research/sota/multivariate-time-series-classification-on-baydogan-all-16-datasets-total-test.md?metric=Mean%20Rank%20(NLPP)>): Lower is better; unit: SCALAR.

- [Mean Rank (Accuracy)](<https://www.sota2.com/research/sota/multivariate-time-series-classification-on-baydogan-all-16-datasets-total-test.md?metric=Mean%20Rank%20(Accuracy)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Mean Rank (NLPP) | Result date | Report paper |
| --- | --- | --- | --- |
| GP-SIG | 2.44 | Not recorded | 68fa57151e209131ce9a23ff |
| GP-SIG-LSTM | 2.63 | Not recorded | 68fa57151e209131ce9a23ff |
| GP-SIG-GRU | 3.06 | Not recorded | 68fa57151e209131ce9a23ff |
| GP-KCONV1D | 4 | Not recorded | 68fa57151e209131ce9a23ff |
| GP-GRU | 4.13 | Not recorded | 68fa57151e209131ce9a23ff |
| GP-LSTM | 4.75 | Not recorded | 68fa57151e209131ce9a23ff |

### GP-SIG

Mean Rank (NLPP): 2.44. Result ID: 698ba1527a967eddb770271c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa57151e209131ce9a23ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa57151e209131ce9a23ff.md>)

[Implementation](<http://github.com/tgcsaba/GPSig>)

Recorded evaluation configuration: {"nz":500,"M":4,"lags (p)":1}. This record does not assert independent reproduction.

### GP-SIG-LSTM

Mean Rank (NLPP): 2.63. Result ID: 698ba1527a967eddb770271a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa57151e209131ce9a23ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa57151e209131ce9a23ff.md>)

[Implementation](<http://github.com/tgcsaba/GPSig>)

Recorded evaluation configuration: {"nz":500,"M":4,"backbone":"LSTM"}. This record does not assert independent reproduction.

### GP-SIG-GRU

Mean Rank (NLPP): 3.06. Result ID: 698ba1527a967eddb770271b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa57151e209131ce9a23ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa57151e209131ce9a23ff.md>)

[Implementation](<http://github.com/tgcsaba/GPSig>)

Recorded evaluation configuration: {"nz":500,"M":4,"backbone":"GRU"}. This record does not assert independent reproduction.

### GP-KCONV1D

Mean Rank (NLPP): 4. Result ID: 698ba1527a967eddb770271f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa57151e209131ce9a23ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa639d1e209131ce9ffaa9.md>)

Recorded evaluation configuration: {"nz":500,"window size (w)":10}. This record does not assert independent reproduction.

### GP-GRU

Mean Rank (NLPP): 4.13. Result ID: 698ba1527a967eddb770271e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa57151e209131ce9a23ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63b91e209131cea006d4.md>)

Recorded evaluation configuration: {"nz":500,"backbone":"GRU"}. This record does not assert independent reproduction.

### GP-LSTM

Mean Rank (NLPP): 4.75. Result ID: 698ba1527a967eddb770271d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa57151e209131ce9a23ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63b91e209131cea006d4.md>)

Recorded evaluation configuration: {"nz":500,"backbone":"LSTM"}. This record does not assert independent reproduction.

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