분석 결정을 내리며 ENA를 배우세요.

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Mean network comparison with both groups' ENA points. Original figure from the ENA and ONA tutorial by Tan and colleagues (2024).

모델링중급30 분2026년 8월 9일

Build and Compare an ENA Model

Configure units, conversations, codes, and a stanza window in webENA, then compare networks without confusing visual separation with statistical evidence.

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webENAmoving stanza windowgroup comparison

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Tan et al. (2024), figure 8 · CC BY 4.0

Mean network for all units in the expert model. Original figure from the ENA and ONA tutorial by Tan and colleagues (2024).

모델링중급35 분2026년 8월 12일

ENA 아카데미 수업 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.

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sphere normalizationSVD projectionmeans rotation

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Tan et al. (2024), figure 27 · CC BY 4.0

FirstGame ENA points, mean, and confidence interval. Original figure from the ENA and ONA tutorial by Tan and colleagues (2024).

모델링중급35 분2026년 7월 29일

ENA 아카데미 수업 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.

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uncertaintybootstrapconfidence interval

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Tan et al. (2024), figure 4 · CC BY 4.0

FirstGame mean network and ENA points. Original figure from the ENA and ONA tutorial by Tan and colleagues (2024).

모델링중급35 분2026년 7월 30일

ENA 아카데미 수업 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.

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means rotationtwo-group contrastMR1

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Tan et al. (2024), figure 5 · CC BY 4.0

모델링중급35 분2026년 7월 31일

ENA 아카데미 수업 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.

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singular value decompositionco-registrationvariance explained

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Tan et al. (2024), figure 27 · CC BY 4.0

Constructing an ENA model in rENA. Original figure from the ENA and ONA tutorial by Tan and colleagues (2024).

모델링중급35 분2026년 8월 1일

ENA 아카데미 수업 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.

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cross-implementation parityrENAjENA

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Tan et al. (2024), tutorial example · CC BY 4.0