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Glosarium AI

Kamus lengkap Kecerdasan Buatan

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SHAP (SHapley Additive exPlanations) Summary Plot

A visualization that combines feature importance with their effects, showing each data point as a point on a feature impact plot.

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LIME (Local Interpretable Model-agnostic Explanations) Visualization

A graphical representation that shows the most influential local features for a specific prediction, explaining the model through a simple and interpretable surrogate.

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Anchors Visualization

A graphical representation of high-fidelity decision rules (anchors) that locally explain a model's prediction, identifying sufficient conditions for a given prediction.

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Counterfactual Explanation Visualization

A plot that shows the minimal changes needed to an observation's features to change its prediction, illustrating the model's decision boundary.

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Morris Sensitivity Plot

A visualization from the Morris method that assesses the elementary effect of each input parameter on the model output, ranking parameters by global influence and non-linearity.

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Sobol Index Visualization

A plot representing Sobol indices, which decompose the variance of the model output into contributions from each feature or their interactions.

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What-If Analysis Dashboard

An interactive tool that allows manual manipulation of an observation's feature values to observe in real-time the impact on the model's prediction.

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Surrogate Model Visualization

The graphical representation of a simple and interpretable model (such as a decision tree or linear regression) trained to mimic the behavior of a complex (black box) model.

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