# Multivariate Regression on Bio (real data) Source: [Multivariate Regression on Bio (real data)]() Collection index: [llms.txt]() Data updated: 2026-04-24T08:30:53.737Z Evaluation of model performance on the Multivariate Regression task using the Bio (real data) dataset, measured using Volume Ratio and MKS Coverage metrics across different confidence intervals (alpha levels). 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) | Bio (real data) | | Metric | Volume Ratio (1-alpha=.90) | | Unit | SCALAR | | 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=.90)](): Higher is better; unit: SCALAR. - [Volume Ratio (1-alpha=.95)](): Higher is better; unit: SCALAR. - [Volume Ratio (1-alpha=.98)](): Higher is better; unit: SCALAR. - [Volume Ratio (1-alpha=.99)](): Higher is better; unit: SCALAR. - [MKS Coverage (1-alpha=.90)](): Higher is better; unit: SCALAR. - [MKS Coverage (1-alpha=.95)](): Higher is better; unit: SCALAR. - [MKS Coverage (1-alpha=.98)](): Higher is better; unit: SCALAR. - [MKS Coverage (1-alpha=.99)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Volume Ratio (1-alpha=.90) | Result date | Report paper | | --- | --- | --- | --- | | MKS | 0.53949 | Not recorded | 69eaf93755a3c32af89f8adc | | MKS | 0.51606 | Not recorded | 69eaf93755a3c32af89f8adc | | MKS | 0.49689 | Not recorded | 69eaf93755a3c32af89f8adc | ### MKS Volume Ratio (1-alpha=.90): 0.53949. Result ID: 69eb2a2a47f34ce924d36fcb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"d":"4","Regression Model":"Ridge regression"}. This record does not assert independent reproduction. ### MKS Volume Ratio (1-alpha=.90): 0.51606. Result ID: 69eb2a2a47f34ce924d36fc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"d":"2","Regression Model":"Ridge regression"}. This record does not assert independent reproduction. ### MKS Volume Ratio (1-alpha=.90): 0.49689. Result ID: 69eb2a2a47f34ce924d36fca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"d":"3","Regression Model":"Ridge regression"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.