# Canonical Correlation Analysis on NHANES Race

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

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

Data updated: 2026-02-26T05:39:55.209Z

Evaluation of model performance using Canonical Correlation Analysis on the NHANES Race subset, measured by correlation (P\_ρr) and disparity metrics (P\_Δmax,r, P\_Δsum,r).

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 Race |
| Metric | Correlation (P\_ρr) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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 (P\_ρr)](<https://www.sota2.com/research/sota/canonical-correlation-analysis-on-nhanes-race.md?metric=Correlation%20(P_%CF%81r)>): Higher is better; unit: SCALAR.

- [Max Disparity (P\_Δmax,r)](<https://www.sota2.com/research/sota/canonical-correlation-analysis-on-nhanes-race.md?metric=Max%20Disparity%20(P_%CE%94max%2Cr)>): Lower is better; unit: SCALAR.

- [Sum Disparity (P\_Δsum,r)](<https://www.sota2.com/research/sota/canonical-correlation-analysis-on-nhanes-race.md?metric=Sum%20Disparity%20(P_%CE%94sum%2Cr)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Correlation (P\_ρr) | Result date | Report paper |
| --- | --- | --- | --- |
| MF-CCA | -0.0931 | Not recorded | 68fa70af1e209131cea4c878 |
| MF-CCA | -0.1113 | Not recorded | 68fa70af1e209131cea4c878 |
| SF-CCA | -0.145 | Not recorded | 68fa70af1e209131cea4c878 |
| MF-CCA | -0.2329 | Not recorded | 68fa70af1e209131cea4c878 |
| MF-CCA | -0.2334 | Not recorded | 68fa70af1e209131cea4c878 |
| SF-CCA | -0.2625 | Not recorded | 68fa70af1e209131cea4c878 |
| SF-CCA | -0.3914 | Not recorded | 68fa70af1e209131cea4c878 |
| MF-CCA | -0.3972 | Not recorded | 68fa70af1e209131cea4c878 |
| SF-CCA | -0.4209 | Not recorded | 68fa70af1e209131cea4c878 |
| SF-CCA | -0.4317 | Not recorded | 68fa70af1e209131cea4c878 |

### MF-CCA

Correlation (P\_ρr): -0.0931. Result ID: 6991525a3a6c314849074ba8.

[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: {"Dim. (r)":3}. This record does not assert independent reproduction.

### MF-CCA

Correlation (P\_ρr): -0.1113. Result ID: 6991525a3a6c314849074bac.

[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: {"Dim. (r)":5}. This record does not assert independent reproduction.

### SF-CCA

Correlation (P\_ρr): -0.145. Result ID: 6991525a3a6c314849074ba5.

[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: {"Dim. (r)":1}. This record does not assert independent reproduction.

### MF-CCA

Correlation (P\_ρr): -0.2329. Result ID: 6991525a3a6c314849074ba4.

[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: {"Dim. (r)":1}. This record does not assert independent reproduction.

### MF-CCA

Correlation (P\_ρr): -0.2334. Result ID: 6991525a3a6c314849074baa.

[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: {"Dim. (r)":4}. This record does not assert independent reproduction.

### SF-CCA

Correlation (P\_ρr): -0.2625. Result ID: 6991525a3a6c314849074ba7.

[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: {"Dim. (r)":2}. This record does not assert independent reproduction.

### SF-CCA

Correlation (P\_ρr): -0.3914. Result ID: 6991525a3a6c314849074bad.

[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: {"Dim. (r)":5}. This record does not assert independent reproduction.

### MF-CCA

Correlation (P\_ρr): -0.3972. Result ID: 6991525a3a6c314849074ba6.

[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: {"Dim. (r)":2}. This record does not assert independent reproduction.

### SF-CCA

Correlation (P\_ρr): -0.4209. Result ID: 6991525a3a6c314849074ba9.

[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: {"Dim. (r)":3}. This record does not assert independent reproduction.

### SF-CCA

Correlation (P\_ρr): -0.4317. Result ID: 6991525a3a6c314849074bab.

[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: {"Dim. (r)":4}. This record does not assert independent reproduction.

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