What is the best neural network model for temporal data

Asked by admin @ 02/08/2021 in Computer Science viewed by 354 People

What is the best neural network model for temporal data?

Answered by admin @ 02/08/2021

I'm looking for a way to model and extract features from multivariate temporal data (e.g., multi-channel audio recordings).

I'm specifically interested in deep learning methods such as RBM, sparse autoencoders and so on.

Most methods I encountered consider only one dimension of the data, or maybe a 2D "block" in the data (usually images).

I couldn't find a paper on how to take into consideration the temporal aspect and also the multivariate aspect. For example if I'm recording audio from multiple channels, then I know that the channels are probably correlated to some degree. Also, since it's an evolving temporal signal, there is also some correlation of each sample to the previous samples.

Is there some way to incorporate these multivariate temporal constraints into a network?

I'm looking for specific papers on methods for multivariate temporal where the multi-channel structure is used.

What is the best neural network model for temporal data

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