Titlebook: Interpretable Artificial Intelligence: A Perspective of Granular Computing; Witold Pedrycz,Shyi-Ming Chen Book 2021 The Editor(s) (if appl

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Explainable Artificial Intelligence for Process Mining: A General Overview and Application of a Novge these process specific fine-granular data, process mining has recently emerged as a promising research discipline. As an important branch of process mining, predictive business process management, pursues the objective to generate forward-looking, predictive insights to shape business processes.

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Visualizing the Behavior of Convolutional Neural Networks for Time Series Forecasting,of algorithms in applications such as image recognition and classification, 2D and 3D pose detection, natural language processing, and time series forecasting. Especially in image classification and recognition, so-called Convolutional Neural Network (CNN) have gained high interest as they can reach

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Beyond Deep Event Prediction: Deep Event Understanding Based on Explainable Artificial Intelligencegent-based approaches, such as neural networks and deep learning, only aim to summarize and predict events extracted from raw data rather than to understand them. This latter feature is especially important for critical events that are unpredictable and complex with the potential to cause serious da

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Interpretation of SVM to Build an Explainable AI via Granular Computing,ever, this accuracy comes with a lack of explainability. This especially becomes a serious problem when it comes to analyzing and making diagnosis with medical data. These ML models are usually built by expert coders without any incorporation or feedback of contextual information from subject matter

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Transparency and Granularity in the SP Theory of Intelligence and Its Realisation in the SP Compute application. The chapter describes how transparency in the workings and output of the SP Computer Model may be achieved via three routes: (1) the program provides a very full audit trail for such processes as recognition, reasoning, analysis of language, and so on. There is also an explicit audit t

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