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Long Short-Term Memory

Neural Computation, 1997
Learning to store information over extended time intervals by recurrent backpropagation takes a very long time, mostly because of insufficient, decaying error backflow. We briefly review Hochreiter's (1991) analysis of this problem, then address it by introducing a novel, efficient, gradient based method called long short-term memory (LSTM). Truncating
Hochreiter, Sepp, Schmidhuber, Jürgen
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Short term memory and the EEG

Nature, 1974
STUDIES of human short term memory and physiological state have produced what seem to be paradoxical results, as efficient performance has been associated with low states of activation. This effect was first demonstrated by Kleinsmith and Kaplan1 who measured electrodermal response (EDA) to paired associates.
A, Gale, D M, Jones, A, Smallbone
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