Name: Deep CollabNet (en Inglés)
SKU: 58554904
Price: 61.92 USD
Availability: InStock
Author: Laurence, Moisés ; de Almeida, Areolino
ISBN: 9786205814796

Formato

Libro Físico

Autor

Moisés Laurence

Areolino de Almeida

Editorial

Our Knowledge Publishing

Idioma

Inglés

N° páginas

Encuadernación

Tapa Blanda

Dimensiones

22.9x15.2x0.4 cm

Peso

0.10 kg.

ISBN13

9786205814796

Categorías

Tecnología de la información: cuestiones generales

Deep CollabNet (en Inglés)

Moisés Laurence (Autor) · Areolino de Almeida (Autor) · Our Knowledge Publishing · Tapa Blanda

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Reseña del libro "Deep CollabNet (en Inglés)"

Aiming to improve the learning of deep neural networks, this paper proposes the CollabNet network, which consists of a new method for inserting new hidden layers in Deep FeedForward neural networks, inspired by stacked autoencoders. The new way of insertion is considered collaborative and seeks training improvement over approaches based on stacked autoencoders. In this new approach, the layer insertion is performed in a coordinated and gradual way, keeping under the designer's control the influence of this new layer on training, and no longer in a random and stochastic way as in traditional stacking. The collaboration proposed in this work consists in making the learning of the newly inserted layer continue the learning obtained by the previous layers, without harming the network's global learning. In this way, the newly inserted layer collaborates with the previous layers and the ensemble works in a more aligned way with the learning. CollabNet was tested on a database of a real problem, obtaining satisfactory and promising results.