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Representational models: A common framework for understanding encoding, pattern-component, and representational-similarity analysis

Fig 5

Dependence of encoding model analysis on regularization and the number of included model features.

(A-C) Percent correct model selections using either (solid line) or correlation (dashed line) for encoding models without a prior (blue lines) and with a prior (red line). (D-F) Correlation between predicted and observed patterns. (G-I) Predictive for the encoding models with prior. All values for models without prior are negative, and therefore not visible.

doi: https://doi.org/10.1371/journal.pcbi.1005508.g005