Table 3 Overview of system and source related variables in the Responsible AI measures dataset.
From: Responsible AI measures dataset for ethics evaluation of AI systems
User Guidance Categories | Variable Name | Variable Type | Description |
|---|---|---|---|
Algorithmic System Characteristics: Additional features that a user can consider when narrowing down measures to use. | Application Area | Categorical | The general context in which this ML system is used (e.g., healthcare, education, or transportation). |
Purpose of ML System | Textual | The goal or objective of the ML system. | |
Type of Data | Textual | The data format and type used in training and/or evaluating the ML system. | |
Algorithm Type | Textual | The type of ML algorithm. | |
Metadata: Details further documentation into each source that was extracted to collect each feature and measure. | Title | Textual | The title of the paper containing each measure. |
Publication Year | Categorical | The publication year of the paper. | |
DOI Link | Textual | Links to each publication and its corresponding measure(s). |
