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02/18/2020
Conditional Mutual information-based Contrastive Loss for Financial Time Series Forecasting
We present a method for financial time series forecasting using represen...
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01/22/2020
Computing Similarity Queries for Correlated Gaussian Sources
Among many current data processing systems, the objectives are often not...
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05/27/2019
Quantization-Based Regularization for Autoencoders
Autoencoders and their variations provide unsupervised models for learni...
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08/02/2018
Variational Information Bottleneck on Vector Quantized Autoencoders
In this paper, we provide an information-theoretic interpretation of the...
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07/12/2018