Glossario IA
Il dizionario completo dell'Intelligenza Artificiale
Decision Tree Traversal
Process of tracking the path through the nodes and branches of a decision tree to understand how a specific input leads to a particular output.
Feature Attribution Path
Ordered sequence showing how each feature progressively contributes to the model's final decision, quantifying the impact at each step of the process.
Logical Rule Extraction
Technique for converting complex decision paths into understandable logical rules, facilitating the interpretation of model behavior.
Decision Path Visualization
Graphical representation of decision paths to make the internal mechanisms of the model visually intelligible and identify critical branching points.
Counterfactual Path Analysis
Exploration of alternative paths that would have been followed if certain input features had been different, allowing understanding of the model's sensitivity.
Model Tracing
Detailed recording of model execution to capture each transformation and intermediate decision, enabling complete reconstruction of the prediction process.
Decision Flow Mapping
Complete mapping of decision flows through the model, identifying preferred paths and points of convergence or divergence in reasoning.
Feature Importance Trajectory
Analysis of the evolution of the relative importance of features throughout the decision path, revealing critical moments when certain variables become predominant.
Path-Based Explainability
Interpretability approach focused on specific decision paths rather than global explanations, providing contextual and individualized justifications.
Decision Node Analysis
Detailed examination of each decision node in the path to understand the thresholds, conditions, and weights that determine the direction taken by the model.
Causal Path Discovery
Identification of paths that represent real causal relationships rather than correlations, distinguishing decisions based on causality from those based on artifacts.
Logic Path Reconstruction
Process of reconstructing the logical reasoning chains followed by the model, transforming mathematical operations into interpretable logical steps.
Prediction Path Audit
Systematic verification of the validity and consistency of decision paths to detect biases, errors, or unexpected model behaviors.
Sequential Decision Tracing
Chronological tracking of sequential decisions made by the model, documenting the internal state and evaluation criteria at each temporal step.