Difference between revisions of "Gated Recurrent Unit"

From GM-RKB
Jump to: navigation, search
m (Remove links to pages that are actually redirects to this page.)
(Tags: Mobile edit, Mobile web edit)
 
Line 1: Line 1:
A [[Gated Recurrent Unit|Gated Recurrent Unit (GRU)]] is a [[hidden unit]] that is a [[sequential memory cell]] consisting of a [[reset gate]] and an [[update gate]] but no [[output gate]].
+
A [[Gated Recurrent Unit (GRU)]] is a [[hidden unit]] that is a [[sequential memory cell]] consisting of a [[reset gate]] and an [[update gate]] but no [[output gate]].
* <B>AKA:</B> [[Gated Recurrent Unit|GRU]].
 
 
* <B>Context:</B>
 
* <B>Context:</B>
 
** It can (typically) be a part of an [[GRU Network]].
 
** It can (typically) be a part of an [[GRU Network]].

Latest revision as of 02:13, 14 February 2020

A Gated Recurrent Unit (GRU) is a hidden unit that is a sequential memory cell consisting of a reset gate and an update gate but no output gate.



References

2016

2017

2014a

Figure 1: Illustration of (a) LSTM and (b) gated recurrent units. (a) [math]i[/math], [math]f[/math] and [math]o[/math] are the input, forget and output gates, respectively. [math]c[/math] and [math]\tilde{c}[/math] denote the memory cell and the new memory cell content. (b) [math]r[/math] and [math]z[/math] are the reset and update gates, and [math]h[/math] and [math]\tilde{h}[/math] are the activation and the candidate activation.

2014b