# Multivariate Regression on Blog (real data)

Source: [Multivariate Regression on Blog (real data)](<https://www.sota2.com/research/sota/multivariate-regression-on-blog-real-data>)

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

Data updated: 2026-04-24T08:30:53.763Z

Evaluation of Multivariate Regression performance on the 'Blog (real data)' dataset, focusing on uncertainty quantification metrics such as Volume Ratio and MKS Coverage across various confidence levels (90% to 99%).

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 Regression |
| Dataset (including any stated split) | Blog (real data) |
| Metric | Volume Ratio (1-alpha=0.90) |
| Unit | PERCENT |
| Direction | Higher 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

- [Volume Ratio (1-alpha=0.90)](<https://www.sota2.com/research/sota/multivariate-regression-on-blog-real-data.md?metric=Volume%20Ratio%20(1-alpha%3D0.90)>): Higher is better; unit: PERCENT.

- [Volume Ratio (1-alpha=0.95)](<https://www.sota2.com/research/sota/multivariate-regression-on-blog-real-data.md?metric=Volume%20Ratio%20(1-alpha%3D0.95)>): Higher is better; unit: PERCENT.

- [Volume Ratio (1-alpha=0.98)](<https://www.sota2.com/research/sota/multivariate-regression-on-blog-real-data.md?metric=Volume%20Ratio%20(1-alpha%3D0.98)>): Higher is better; unit: PERCENT.

- [Volume Ratio (1-alpha=0.99)](<https://www.sota2.com/research/sota/multivariate-regression-on-blog-real-data.md?metric=Volume%20Ratio%20(1-alpha%3D0.99)>): Higher is better; unit: PERCENT.

- [MKS Coverage (1-alpha=0.90)](<https://www.sota2.com/research/sota/multivariate-regression-on-blog-real-data.md?metric=MKS%20Coverage%20(1-alpha%3D0.90)>): Higher is better; unit: PERCENT.

- [MKS Coverage (1-alpha=0.95)](<https://www.sota2.com/research/sota/multivariate-regression-on-blog-real-data.md?metric=MKS%20Coverage%20(1-alpha%3D0.95)>): Higher is better; unit: PERCENT.

- [MKS Coverage (1-alpha=0.98)](<https://www.sota2.com/research/sota/multivariate-regression-on-blog-real-data.md?metric=MKS%20Coverage%20(1-alpha%3D0.98)>): Higher is better; unit: PERCENT.

- [MKS Coverage (1-alpha=0.99)](<https://www.sota2.com/research/sota/multivariate-regression-on-blog-real-data.md?metric=MKS%20Coverage%20(1-alpha%3D0.99)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Volume Ratio (1-alpha=0.90) | Result date | Report paper |
| --- | --- | --- | --- |
| MKS | 59.225 | Not recorded | 69eaf93755a3c32af89f8adc |
| MKS | 48.138 | Not recorded | 69eaf93755a3c32af89f8adc |
| MKS | 30.738 | Not recorded | 69eaf93755a3c32af89f8adc |

### MKS

Volume Ratio (1-alpha=0.90): 59.225. Result ID: 69eb2a2a47f34ce924d36fcd.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf93755a3c32af89f8adc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eaf93755a3c32af89f8adc.md>)

Recorded evaluation configuration: {"d":"3","Regression Model":"Ridge regression"}. This record does not assert independent reproduction.

### MKS

Volume Ratio (1-alpha=0.90): 48.138. Result ID: 69eb2a2a47f34ce924d36fcc.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf93755a3c32af89f8adc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eaf93755a3c32af89f8adc.md>)

Recorded evaluation configuration: {"d":"2","Regression Model":"Ridge regression"}. This record does not assert independent reproduction.

### MKS

Volume Ratio (1-alpha=0.90): 30.738. Result ID: 69eb2a2a47f34ce924d36fce.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf93755a3c32af89f8adc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eaf93755a3c32af89f8adc.md>)

Recorded evaluation configuration: {"d":"4","Regression Model":"Ridge regression"}. This record does not assert independent reproduction.

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