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Information Bottleneck : Theory and Applications in Deep Learning
| Information Bottleneck : Theory and Applications in Deep Learning |
| Autore | Geiger Bernhard |
| Pubbl/distr/stampa | Basel, Switzerland, : MDPI - Multidisciplinary Digital Publishing Institute, 2021 |
| Descrizione fisica | 1 online resource (274 p.) |
| Soggetto topico | Information technology industries |
| Soggetto non controllato |
bottleneck
classification classifier compression conspicuous subset decision tree deep learning deep networks deep neural networks ensemble hand crafted priors information information bottleneck information bottleneck principle information theory latent space representation learnability learnable priors machine learning mutual information neural networks optimization regularization regularization methods representation learning semi-supervised classification stochastic neural networks variational inference |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Altri titoli varianti | Information Bottleneck |
| Record Nr. | UNINA-9910557582803321 |
Geiger Bernhard
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| Basel, Switzerland, : MDPI - Multidisciplinary Digital Publishing Institute, 2021 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Information Loss in Deterministic Signal Processing Systems / / by Bernhard C. Geiger, Gernot Kubin
| Information Loss in Deterministic Signal Processing Systems / / by Bernhard C. Geiger, Gernot Kubin |
| Autore | Geiger Bernhard C |
| Edizione | [1st ed. 2018.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2018 |
| Descrizione fisica | 1 online resource (XIII, 145 p. 16 illus., 9 illus. in color.) |
| Disciplina | 621.3822 |
| Collana | Understanding Complex Systems |
| Soggetto topico |
Computational complexity
Signal processing Image processing Speech processing systems Statistical physics Dynamics Complexity Signal, Image and Speech Processing Complex Systems |
| ISBN | 3-319-59533-4 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Introduction -- Part I: Random Variables -- Piecewise Bijective Functions and Continuous Inputs -- General Input Distributions -- Dimensionality-Reducing Functions -- Relevant Information Loss -- II. Part II: Stationary Stochastic Processes -- Discrete-Valued Processes -- Piecewise Bijective Functions and Continuous Inputs -- Dimensionality-Reducing Functions -- Relevant Information Loss Rate -- Conclusion and Outlook. |
| Record Nr. | UNINA-9910299904603321 |
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Geiger Bernhard C
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| Cham : , : Springer International Publishing : , : Imprint : Springer, , 2018 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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