Questions tagged [recurrent-neural-networks]

Use for questions about Recurrent Neural Networks

Filter by
Sorted by
Tagged with
12
votes
2answers
2k views

What is a Recurrent Neural Network?

Surprisingly this wasn't asked before - at least I didn't find anything besides some vaguely related questions. So, what is a recurrent neural network, and what are their advantages over regular NNs?
28
votes
4answers
38k views

How to select number of hidden layers and number of memory cells in an LSTM?

I am trying to find some existing research on how to select the number of hidden layers and the size of these of an LSTM-based RNN. Is there an article where this problem is being investigated, i.e., ...
2
votes
2answers
243 views

What is the significance of this Stanford University “Financial Market Time Series Prediction with RNN's” paper?

Researchers at Stanford University released this paper in 2012: http://cs229.stanford.edu/proj2012/BernalFokPidaparthi-FinancialMarketTimeSeriesPredictionwithRecurrentNeural.pdf It goes on to ...
5
votes
1answer
2k views

Where can I find the original paper that introduced RNNs?

I was able to find the original paper on LSTM, I was not able to find the paper that introduced "vanilla" RNNs. Where can I find it?
4
votes
2answers
90 views

Can we optimize an optimization algorithm?

In this answer to the question Is an optimization algorithm equivalent to a neural network?, the author stated that, in theory, there is some recurrent neural network that implements a given ...
1
vote
1answer
107 views

Do you need to store prevous values of weights and layers on recurrent layer while BPTT?

The Back propagation through time on recurrent layer is defined similar to normal one, means somethin like ...
5
votes
2answers
2k views

Spam Detection using Recurrent Neural Networks

I am working on this code for spam detection using recurrent neural networks. Question 1. I am wondering whether this field (using RNNs for email spam detection) worths more researches or it is a ...
-6
votes
2answers
289 views

What are the approaches to predict sequence of π numbers? [closed]

Given list of fixed numbers from a mathematical constant such as Pi, is it is possible to train AI to attempt to predict the next numbers? Which AI or neural network would be more suitable for this ...