Toward Knowledge Extraction in Classification of Volcano-Seismic Events: Visualizing Hidden States in Recurrent Neural Networks

• Published in: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
• Main Authors: Manuel Titos, Luz Garcia, Milad Kowsari, Carmen Benitez
• Format: Article in Journal/Newspaper
• Language: English
• Published: IEEE 2022
• Subjects: Knowledge based systems; learning (artificial intelligence); supervised learning; machine learning; deep learning; representation learning; Ocean engineering; TC1501-1800; Geophysics. Cosmic physics; QC801-809; Deception Island; Antarc*; Antarctica
• Online Access: https://doi.org/10.1109/JSTARS.2022.3155967; https://doaj.org/article/9a0b5112bc5c4c49998d976d76a30003

Understanding how deep hierarchical models build their knowledge is a key issue in the usage of artificial intelligence to interpret the reality behind data. Depending on the discipline and models used, such knowledge may be represented in ways that are more or less intelligible for humans, limiting...