تعلم ENA من خلال اتخاذ قرارات التحليل.

33 دروس

الصفحة 3 / 6

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

النمذجةمتوسط35 دقيقة30 يوليو 2026

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.

نص الدرس المراجع متاح حاليا باللغة الإنجليزية.

means rotationtwo-group contrastMR1

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Tan et al. (2024), figure 5 · 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).

النمذجةمتوسط35 دقيقة31 يوليو 2026

درس أكاديمية ENA 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.

نص الدرس المراجع متاح حاليا باللغة الإنجليزية.

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).

النمذجةمتوسط35 دقيقة1 أغسطس 2026

درس أكاديمية ENA 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.

نص الدرس المراجع متاح حاليا باللغة الإنجليزية.

cross-implementation parityrENAjENA

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

Novice networks projected into the expert space. Original figure from the ENA and ONA tutorial by Tan and colleagues (2024).

تصميم البحثمتوسط35 دقيقة2 أغسطس 2026

درس أكاديمية ENA 16

Run Window and Segmentation Sensitivity as a Model Grid

Use the shared synthetic design-talk dataset to practise separating two coupled context decisions by evaluating a small prespecified grid of segmentation and moving-window alternatives, document the decision, test a defensible alternative, and keep every interpretation tied to source evidence.

نص الدرس المراجع متاح حاليا باللغة الإنجليزية.

sensitivity gridsegmentationwindow size

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Tan et al. (2024), figure 28 · CC BY 4.0

Difference between the two mean ENA networks. Original figure from the ENA and ONA tutorial by Tan and colleagues (2024).

التفسيرمتوسط35 دقيقة3 أغسطس 2026

درس أكاديمية ENA 17

Read ENA Subtraction Networks Without Overclaiming

Use the shared synthetic design-talk dataset to practise interpreting a difference graph as edge-wise subtraction between comparable networks in one shared analytic space, document the decision, test a defensible alternative, and keep every interpretation tied to source evidence.

نص الدرس المراجع متاح حاليا باللغة الإنجليزية.

subtraction networkdifference graphshared node positions

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Tan et al. (2024), figure 3 · CC BY 4.0

Source records highlighted within a stanza window. Original figure from the ENA and ONA tutorial by Tan and colleagues (2024).

التفسيرمبتدئ25 دقيقة4 أغسطس 2026

درس أكاديمية ENA 18

Trace Every Interpreted Edge Back to Excerpts

Use the shared synthetic design-talk dataset to practise building a reproducible route from an interpreted network edge to the units, rows, and source excerpts that contributed to it, document the decision, test a defensible alternative, and keep every interpretation tied to source evidence.

نص الدرس المراجع متاح حاليا باللغة الإنجليزية.

excerpt traceabilityedge provenanceinterpretive loop

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Tan et al. (2024), figure 13 · CC BY 4.0