# Canonical Correlation Analysis on NHANES

Source: [Canonical Correlation Analysis on NHANES](<https://www.sota2.com/research/sota/canonical-correlation-analysis-on-nhanes>)

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

Data updated: 2026-02-26T05:39:55.434Z

Evaluation of model performance using Canonical Correlation Analysis on the NHANES dataset, measured by metrics such as Correlation (rho\_r), Maximum Disparity, and Aggregate Disparity.

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 | Canonical Correlation Analysis |
| Dataset (including any stated split) | NHANES |
| Metric | Correlation (rho\_r) |
| Unit | SCALAR |
| Direction | Higher 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

- [Correlation (rho\_r)](<https://www.sota2.com/research/sota/canonical-correlation-analysis-on-nhanes.md?metric=Correlation%20(rho_r)>): Higher is better; unit: SCALAR.

- [Max Disparity (Delta\_max,r)](<https://www.sota2.com/research/sota/canonical-correlation-analysis-on-nhanes.md?metric=Max%20Disparity%20(Delta_max%2Cr)>): Lower is better; unit: SCALAR.

- [Aggregate Disparity (Delta\_sum,r)](<https://www.sota2.com/research/sota/canonical-correlation-analysis-on-nhanes.md?metric=Aggregate%20Disparity%20(Delta_sum%2Cr)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Correlation (rho\_r) | Result date | Report paper |
| --- | --- | --- | --- |
| CCA | 0.6392 | Not recorded | 68fa70af1e209131cea4c878 |
| MF-CCA | 0.636 | Not recorded | 68fa70af1e209131cea4c878 |
| SF-CCA | 0.6334 | Not recorded | 68fa70af1e209131cea4c878 |
| CCA | 0.4416 | Not recorded | 68fa70af1e209131cea4c878 |
| MF-CCA | 0.4393 | Not recorded | 68fa70af1e209131cea4c878 |
| SF-CCA | 0.4392 | Not recorded | 68fa70af1e209131cea4c878 |

### CCA

Correlation (rho\_r): 0.6392. Result ID: 6991525a3a6c314849074b7a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70af1e209131cea4c878.md>)

Recorded evaluation configuration: {"Dimension (r)":"2"}. This record does not assert independent reproduction.

### MF-CCA

Correlation (rho\_r): 0.636. Result ID: 6991525a3a6c314849074b7b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70af1e209131cea4c878.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70af1e209131cea4c878.md>)

[Implementation](<https://github.com/PennShenLab/Fair_CCA>)

Recorded evaluation configuration: {"Dimension (r)":"2"}. This record does not assert independent reproduction.

### SF-CCA

Correlation (rho\_r): 0.6334. Result ID: 6991525a3a6c314849074b7c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70af1e209131cea4c878.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70af1e209131cea4c878.md>)

[Implementation](<https://github.com/PennShenLab/Fair_CCA>)

Recorded evaluation configuration: {"Dimension (r)":"2"}. This record does not assert independent reproduction.

### CCA

Correlation (rho\_r): 0.4416. Result ID: 6991525a3a6c314849074b7d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70af1e209131cea4c878.md>)

Recorded evaluation configuration: {"Dimension (r)":"5"}. This record does not assert independent reproduction.

### MF-CCA

Correlation (rho\_r): 0.4393. Result ID: 6991525a3a6c314849074b7e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70af1e209131cea4c878.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70af1e209131cea4c878.md>)

[Implementation](<https://github.com/PennShenLab/Fair_CCA>)

Recorded evaluation configuration: {"Dimension (r)":"5"}. This record does not assert independent reproduction.

### SF-CCA

Correlation (rho\_r): 0.4392. Result ID: 6991525a3a6c314849074b7f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70af1e209131cea4c878.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70af1e209131cea4c878.md>)

[Implementation](<https://github.com/PennShenLab/Fair_CCA>)

Recorded evaluation configuration: {"Dimension (r)":"5"}. This record does not assert independent reproduction.

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