Deep Autoregressive Network

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#Machine Learning #Autoregressive Network

There are two levels of autoregressiveness in the DARN network:

  • Inlayer autoregressive connections of the nodes,
  • Intralayer autoregressive connections of nodes.

The network is trained on MDL loss.

Planted: by ;

References:
  1. Gregor, K., Danihelka, I., Mnih, A., Blundell, C., & Wierstra, D. (2013). Deep AutoRegressive Networks. 31st International Conference on Machine Learning, ICML 2014, 4, 2991–3000.
Dynamic Backlinks to wiki/machine-learning/neural-networks/deep-autoregressive-networks:
Generative Model: Autoregressive Model
An autoregressive (AR) model is autoregressive, $$ \begin{equation} \log p_\theta (x) = \sum_{t=1}^T …
wiki/machine-learning/neural-networks/deep-autoregressive-networks Links to:
MDL and Neural Networks
Minimum Description Length ( [[MDL]] Minimum Description Length MDL is a measure of how well a model …

L Ma (2021). 'Deep Autoregressive Network', Datumorphism, 02 April. Available at: https://datumorphism.leima.is/wiki/machine-learning/neural-networks/deep-autoregressive-networks/.