# Canonical Correlation Analysis on NHANES Education Source: [Canonical Correlation Analysis on NHANES Education]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:39:55.649Z Evaluation of model performance using Canonical Correlation Analysis on the NHANES Education dataset, measured by metrics related to correlation and disparity (P\_ρr, 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 Education | | Metric | Correlation Coefficient (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 Coefficient (P\_ρr)](): Higher is better; unit: SCALAR. - [Max Disparity (P\_Δmax,r)](): Lower is better; unit: SCALAR. - [Sum Disparity (P\_Δsum,r)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Correlation Coefficient (P\_ρr) | Result date | Report paper | | --- | --- | --- | --- | | SF-CCA | -0.4184 | Not recorded | 68fa70af1e209131cea4c878 | | MF-CCA | -0.5131 | Not recorded | 68fa70af1e209131cea4c878 | | MF-CCA | -0.5175 | Not recorded | 68fa70af1e209131cea4c878 | | MF-CCA | -0.5243 | Not recorded | 68fa70af1e209131cea4c878 | | SF-CCA | -0.5422 | Not recorded | 68fa70af1e209131cea4c878 | | SF-CCA | -0.7309 | Not recorded | 68fa70af1e209131cea4c878 | | MF-CCA | -0.7511 | Not recorded | 68fa70af1e209131cea4c878 | | SF-CCA | -0.7835 | Not recorded | 68fa70af1e209131cea4c878 | | SF-CCA | -0.907 | Not recorded | 68fa70af1e209131cea4c878 | | MF-CCA | -1.3118 | Not recorded | 68fa70af1e209131cea4c878 | ### SF-CCA Correlation Coefficient (P\_ρr): -0.4184. Result ID: 6991525a3a6c314849074b9b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Dim. (r)":1}. This record does not assert independent reproduction. ### MF-CCA Correlation Coefficient (P\_ρr): -0.5131. Result ID: 6991525a3a6c314849074b9c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Dim. (r)":2}. This record does not assert independent reproduction. ### MF-CCA Correlation Coefficient (P\_ρr): -0.5175. Result ID: 6991525a3a6c314849074ba2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Dim. (r)":5}. This record does not assert independent reproduction. ### MF-CCA Correlation Coefficient (P\_ρr): -0.5243. Result ID: 6991525a3a6c314849074b9e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Dim. (r)":3}. This record does not assert independent reproduction. ### SF-CCA Correlation Coefficient (P\_ρr): -0.5422. Result ID: 6991525a3a6c314849074ba3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Dim. (r)":5}. This record does not assert independent reproduction. ### SF-CCA Correlation Coefficient (P\_ρr): -0.7309. Result ID: 6991525a3a6c314849074ba1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Dim. (r)":4}. This record does not assert independent reproduction. ### MF-CCA Correlation Coefficient (P\_ρr): -0.7511. Result ID: 6991525a3a6c314849074b9a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Dim. (r)":1}. This record does not assert independent reproduction. ### SF-CCA Correlation Coefficient (P\_ρr): -0.7835. Result ID: 6991525a3a6c314849074b9f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Dim. (r)":3}. This record does not assert independent reproduction. ### SF-CCA Correlation Coefficient (P\_ρr): -0.907. Result ID: 6991525a3a6c314849074b9d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Dim. (r)":2}. This record does not assert independent reproduction. ### MF-CCA Correlation Coefficient (P\_ρr): -1.3118. Result ID: 6991525a3a6c314849074ba0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Dim. (r)":4}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.