Model check basisAll vmc plots begin with a call to |
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Create a new mcplot |
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Add components to a plot |
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Distribution generated from the modelThe distributions generated from the model contain the predictive distribution and the distribution of push forward transformations that the model used to link the independent variables to the response variable. |
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Define how to draw from posterior distribution |
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Uncertainty representation layersAn uncertainty representation layers combines a geom (and the corresponding statistical transformation), the draws representation, and the sampling. You can specify different uncertainty representations for model distribution and observed data respectively by |
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Recommend a geom |
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CCDF bar plot for model predictions |
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CDF bar plot for model predictions |
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Customized geom |
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Dot plot for model predictions |
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Dots interval plot for model predictions |
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Eye (violin + interval) plot for model predictions |
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Gradient + interval plot for model predictions |
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Half-eye (density + interval) plot for model predictions |
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Histogram + interval plot for model predictions |
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Interval plot for model predictions |
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Line geom |
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Line + multiple-ribbon plot for model predictions |
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Points geom |
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Point + interval plot for model predictions |
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Multiple-ribbon plot for model predictions |
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Slab (ridge) plot for model predictions |
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Tile geom |
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Horizontal reference lines on y axis |
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Comparative layoutsThe layouts used to compare the model distribution and observed data in model check. |
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Define comparative layout in model check visualization |
Conditional variableThe conditional check of the model enabled by conditioning variables on x axis, rows, and columns. |
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Add marginal check to model check |
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Colors used in model checkThe color used by vmc to distinguish the visualization of model and the visualization of data. |
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Colors in model check visualization |
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Transformation on observed dataThe transformation function to be applied on observed values of the response value. |
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Define the transformation applied to observed data |
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Additional ggplot layersAdditional ggplot layers to be added in the ggplot object that is generated by vmc. |
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Add a |
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Modelvmc comes with a selection of built-in models that are used in examples to illustrate various model checks. |
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Miles/(US) gallon model |