Test statistic field maxima¶
The basic procedure for RFT validations is outlined in Examples/Basic/Validating. This section presents code details for validating the probability with which test statistic field maxima survive particular thresholds.
See ./rft1d/examples/val_max_1_onesample_t_1d.py and other “val_max*.py” scripts
Validations for test statistic set-level and cluster-level inference are available in scripts titled ./rft1d/examples/val_upx*.py
Note
To see details of test statistic computation click on the “Source code” links above each figure.
Univariate¶
One-sample¶
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![../../_images/val_max_1_onesample_t_1d.png](../../_images/val_max_1_onesample_t_1d.png)
Two-sample¶
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![../../_images/val_max_2_twosample_t_1d.png](../../_images/val_max_2_twosample_t_1d.png)
Regression¶
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![../../_images/val_max_3_regress_1d.png](../../_images/val_max_3_regress_1d.png)
One-way ANOVA¶
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![../../_images/val_max_4_anova1_1d.png](../../_images/val_max_4_anova1_1d.png)
Multivariate¶
One-sample¶
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![../../_images/val_max_5_onesample_T2_1d.png](../../_images/val_max_5_onesample_T2_1d.png)
Note
Increasing the number of iterations will cause the results to converge to RFT expectations.
Two-sample¶
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![../../_images/val_max_6_twosample_T2_1d.png](../../_images/val_max_6_twosample_T2_1d.png)
Canonical correlation analysis¶
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![../../_images/val_max_7_cca_1d.png](../../_images/val_max_7_cca_1d.png)
MANOVA¶
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![../../_images/val_max_8_manova1_1d.png](../../_images/val_max_8_manova1_1d.png)