Glossario IA
Il dizionario completo dell'Intelligenza Artificiale
Explanatory Dialogue
Conversational system where the user can ask a series of iterative questions about model predictions, receiving explanations adapted to their level of understanding and previous queries.
Model Querying
Interactive interface allowing users to formulate specific queries about model behavior, such as the impact of a variable over a range of values or the conditions of a given prediction.
Contrastive Explanation
Technique that explains a prediction by comparing it to another prediction or a reference scenario, highlighting key differences that justify the change in decision.
Explanation Reasoning System (XAI Reasoning System)
Cognitive architecture that maintains context of provided explanations and asked questions, enabling logical reasoning to generate coherent and non-contradictory responses in a conversation.
Decision Exploration Interface
Interactive visual tool that allows users to navigate the model's decision space, exploring how changes in input variables influence the trajectory toward a final prediction.
Contextual Adaptive Explanation
Approach that dynamically adjusts the level of detail, format, and content of the explanation based on the user's profile, interaction history, and prediction context.
Interactive Sensitivity Analysis
Process where users directly manipulate input feature values through sliders or fields, observing in real-time the impact of these changes on the model's output.
Hypothetical Scenario Generator
Conversational module capable of creating and evaluating complex 'what-if' scenarios, combining multiple variable changes to simulate future situations and explain corresponding results.
Interactive Cognitive Map
Visual representation of the model's reasoning in graph form where nodes are concepts and edges are relationships, which the user can explore to understand the logical paths of the prediction.
Hierarchical Multi-Level Explanation
System that structures explanations in multiple layers of detail, from the most abstract overview to granular feature explanations, allowing the user to 'zoom' on aspects of interest.
Model Debugging Interface
Advanced conversational environment for data scientists to diagnose prediction errors, by isolating problematic instances and analyzing feature contributions to these errors.
Explanation Recommendation System
Mechanism that proactively suggests the most relevant explanation types for a given prediction, based on past interaction patterns and the nature of input data.
Conversational Analogy Explanation
Technique that generates real-time personalized analogies or metaphors to explain a complex model concept, adapting to the user's language and knowledge.
Real-Time Interpretability Dashboard
Dynamic interface that continuously updates interpretability metrics and visual explanations as new data is processed, enabling continuous monitoring of model behavior.
Explanation Conversational Agent (XAI Chatbot)
Software entity specialized in conducting structured dialogues to explain model decisions, capable of understanding user intent and formulating coherent explanatory responses.
User Explanation Validation
Interactive mechanism that requests user feedback on the relevance and clarity of an explanation, using this feedback to refine future explanations generated by the system.
Exploratory Latent Space
Interface allowing an expert user to navigate through the internal representation (latent space) of a complex model to visualize and understand abstract clusters and decision boundaries.