Interpretable Artificial Intelligence: A Perspective of Granular Computing

Inbunden, Engelska, 2021

Del i serien Studies in Computational Intelligence

1 744 kr

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Beskrivning

This book offers a comprehensive treatise on the recent pursuits of Artificial Intelligence (AI) – Explainable Artificial Intelligence (XAI) by casting the crucial features of interpretability and explainability in the original framework of Granular Computing.

Produktinformation

Utgivningsdatum:2021-03-27
Mått:155 x 235 x 30 mm
Vikt:822 g
Format:Inbunden
Språk:Engelska
Serie:Studies in Computational Intelligence
Antal sidor:429
Förlag:Springer Nature Switzerland AG
ISBN:9783030649487

Utforska kategorier

Artificiell intelligens inom Data och IT

Innehållsförteckning

Visualizing the Behavior of Convolutional Neural Networks for Time Series Forecasting.- Beyond Deep Event Prediction: Deep Event Understanding based on Explainable Artificial Intelligence.- Interpretation of SVM to build an Explainable AI via Granular Computing.- Factual and Counterfactual Explanation of Fuzzy Information Granules.- Survey of Explainable Machine Learning with Visual and Granular Methods beyond Quasi-explanations.- MiBeX: Malware-inserted Benign Datasets for Explainable Machine Learning.- A Generative Model Based Approach for Zero-shot Breast Cancer Segmentation Explaining Pixels’ Contribution to the Model’s Prediction.