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Condizione: New. Information Bottleneck: Theory and Applications in Deep Learning (Hardback or Cased Book).
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Aggiungi al carrelloBuch. Condizione: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - The celebrated information bottleneck (IB) principle of Tishby et al. has recently enjoyed renewed attention due to its application in the area of deep learning. This collection investigates the IB principle in this new context. The individual chapters in this collection: ¿ provide novel insights into the functional properties of the IB; ¿ discuss the IB principle (and its derivates) as an objective for training multi-layer machine learning structures such as neural networks and decision trees; and ¿ offer a new perspective on neural network learning via the lens of the IB framework. Our collection thus contributes to a better understanding of the IB principle specifically for deep learning and, more generally, of information-theoretic cost functions in machine learning. This paves the way toward explainable artificial intelligence.
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Aggiungi al carrelloBuch. Condizione: Neu. Information Bottleneck | Theory and Applications in Deep Learning | Buch | Gebunden | Englisch | 2021 | MDPI AG | EAN 9783036508023 | Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, 36244 Bad Hersfeld, gpsr[at]libri[dot]de | Anbieter: preigu Print on Demand.