• [cfp] Special Issue "Granular Computing for Explainable Artificial Inte

    From Antonio Luca Alfeo@21:1/5 to All on Fri Aug 25 13:31:39 2023
    Dear colleague, I'm excited to announce that the Special Issue "Granular Computing for Explainable Artificial Intelligence" is now active and
    ready to accept submissions (deadline November 2023).

    More details at https://www.springer.com/journal/12559/updates/25931758

    Explainable artificial intelligence (XAI) allows domain experts to
    understand the reasoning of AI models and validate their outcomes. This
    allows employing such outcomes in real-world decision-making processes.
    In this regard, XAI approaches can employ information granulation
    approaches to aggregate the data instances hierarchically and/or
    semantically to provide aggregated and human-understandable
    explanations; represent data instances in a semantically organized
    manner (e.g. via clustering) to find class prototypes or
    counterfactuals; employ symbolic or neuro-symbolic modeling to isolate
    portions of neural networks that are activated by specific symbols (e.g. handwritten symbols can be recognized as groups of strokes); and obtain semantically relevant information granules (e.g. via representation
    learning) to be employed as concepts for building the explanations. The
    topics of interest include, but are not limited to:

    - Intrinsically explainable granular approaches
    - Information granulation approaches with explainable semantic
    - Concept-based representation learning
    - Natural Language Explanation
    - Evaluative AI
    - XAI for Fairness
    - Granular Approaches to explain Latent Representations
    - Clustering approaches to find prototypes, factual and counterfactual
    - Symbolic and neuro-symbolic modeling for XAI
    - Granular model (explanation, interpretation, visualization) for
    decision augmentation and automation
    - Application of granular XAI (healthcare, social media, multiagent
    systems, predictive process monitoring, etc.)

    Submit your contribution at http://www.editorialmanager.com/cogn/ by
    selecting “SI: Granular Computing for Explainable Artificial
    Intelligence” for the special issue under "Additional Information."

    Feel free to reach me if you have any questions. Thank you for your contribution. Best regards, Antonio Luca Alfeo

    --- SoupGate-Win32 v1.05
    * Origin: fsxNet Usenet Gateway (21:1/5)