Search Results for author: Ran Dou

Found 2 papers, 0 papers with code

Universal Recurrent Event Memories for Streaming Data

no code implementations28 Jul 2023 Ran Dou, Jose Principe

In this paper, we propose a new event memory architecture (MemNet) for recurrent neural networks, which is universal for different types of time series data such as scalar, multivariate or symbolic.

Question Answering Time Series

Dynamic Analysis and an Eigen Initializer for Recurrent Neural Networks

no code implementations28 Jul 2023 Ran Dou, Jose Principe

We propose a new perspective to analyze the hidden state space based on an eigen decomposition of the weight matrix.

Machine Translation

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