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Time-Series Information and Unsupervised Learning of Representations

Time-Series Information and Unsupervised Learning of Representations

Numerous control and learning problems face the situation where sequences of high-dimensional highly dependent data are available but no or little feedback is provided to the learner, which makes any inference rather challenging. To address this challenge, we formulate the following problem. Given a series of observations X <sub xmlns:mml="http://www.w3.org/1998/Math/MathML" …