通过分析决策学习 ENA。

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建模中级35 分钟2026年8月12日
ENA 学院课程 05

Audit ENA Normalization, Projection, and Rotation

Separate connection accumulation from normalization and dimensional reduction, then justify whether an SVD or two-group means rotation answers the research question.

经审核的教程正文目前以英文提供。

sphere normalizationSVD projectionmeans rotation
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建模中级35 分钟2026年7月29日
ENA 学院课程 12

Quantify Uncertainty Around ENA Comparisons

Use the shared synthetic design-talk dataset to practise representing the sampling uncertainty around group locations, edge differences, and effect estimates instead of treating plotted means as exact, document the decision, test a defensible alternative, and keep every interpretation tied to source evidence.

经审核的教程正文目前以英文提供。

uncertaintybootstrapconfidence interval
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建模中级35 分钟2026年7月30日
ENA 学院课程 13

Use Means Rotation for a Prespecified Two-Group Question

Use the shared synthetic design-talk dataset to practise deciding when the first ENA axis should align with the difference between exactly two prespecified group means, document the decision, test a defensible alternative, and keep every interpretation tied to source evidence.

经审核的教程正文目前以英文提供。

means rotationtwo-group contrastMR1
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建模中级35 分钟2026年7月31日
ENA 学院课程 14

Interpret SVD Dimensions and Co-registration

Use the shared synthetic design-talk dataset to practise understanding what SVD axes summarize and whether network node positions are aligned well enough with projected unit coordinates for interpretation, document the decision, test a defensible alternative, and keep every interpretation tied to source evidence.

经审核的教程正文目前以英文提供。

singular value decompositionco-registrationvariance explained
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建模中级35 分钟2026年8月1日
ENA 学院课程 15

Reproduce an ENA Model Across Implementations

Use the shared synthetic design-talk dataset to practise checking whether two ENA implementations produce equivalent accumulated connections, normalized vectors, projections, and interpretations under matched settings, document the decision, test a defensible alternative, and keep every interpretation tied to source evidence.

经审核的教程正文目前以英文提供。

cross-implementation parityrENAjENA
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