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Long Short-term Memory

by Sepp Hochreiter, Jürgen Schmidhuber , 1995
"... "Recurrent backprop" for learning to store information over extended time intervals takes too long. The main reason is insufficient, decaying error back flow. We briefly review Hochreiter's 1991 analysis of this problem. Then we overcome it by introducing a novel, efficient method c ..."
Abstract - Cited by 454 (58 self) - Add to MetaCart
called "Long Short Term Memory" (LSTM). LSTM can learn to bridge minimal time lags in excess of 1000 time steps by enforcing constant error flow through internal states of special units. Multiplicative gate units learn to open and close access to constant error flow. LSTM's update

An empirical comparison of alternative models of the short-term interest rate

by K. C. Chan, G. Andrew Karolyi, Francis A. Longstaff, Anthony B. Sanders - JOURNAL OF FINANCE , 1992
"... ..."
Abstract - Cited by 485 (3 self) - Add to MetaCart
Abstract not found

Short-term conceptual memory for pictures

by Mary C. Potter - J. Exp. Psychol. [Hum. Learn , 1976
"... M q^ssachuselts lnstitute of T e chnolo gy Three converging procedures were used to determine whether pictures presented in a rapid sequence at rates comparable to eye fixations are understood and then quickly forgotten. In two experiments, sequences of 16 color photograplrs were presented at rates ..."
Abstract - Cited by 241 (11 self) - Add to MetaCart
M q^ssachuselts lnstitute of T e chnolo gy Three converging procedures were used to determine whether pictures presented in a rapid sequence at rates comparable to eye fixations are understood and then quickly forgotten. In two experiments, sequences of 16 color photograplrs were presented at rates of 113, 167, 230, or 333 msec per picture. In one group, subjects were given an immediate test of recognition memory for the pictures and in other groups they searched for a target picture. Even rvhen the target had only been specified by a title (e.g., a boat) detection of a target was strikingly superior to recognition memory. Detection rvas slightly but significantly better for pictured than named targets. In a third experiment pictures were presented for 50, 70, 90, or 120 msec preceded and followed by a visual mask; at 120 msec recognition memory was as accurate as detection had been. The results, taken together with those in 1969 of Potter and Levy for slolver rates of sequential presentation, suggest that on the average a scene is understood and so becomes immune to ordinary

Short-Term Capital Flows

by Dani Rodrik, Andrés Velasco - in Annual World Bank Conference on Development Economics , 1999
"... We provide a conceptual and empirical framework for evaluating the effects of short-term capital ‡ows. A simple model of the joint determination of the maturity and cost of external borrowing highlights the role played by self-ful…lling crises. The model also speci…es the circumstances under which s ..."
Abstract - Cited by 88 (3 self) - Add to MetaCart
We provide a conceptual and empirical framework for evaluating the effects of short-term capital ‡ows. A simple model of the joint determination of the maturity and cost of external borrowing highlights the role played by self-ful…lling crises. The model also speci…es the circumstances under which

Short-term

by Raymond L. Lee, Javier Hernández-andrés
"... variability of overcast brightness ..."
Abstract - Cited by 1 (0 self) - Add to MetaCart
variability of overcast brightness

Short-term

by unknown authors
"... overfeeding increases resting energy expenditure in patients with HIV lipodystrophy13 ..."
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overfeeding increases resting energy expenditure in patients with HIV lipodystrophy13

Short-term

by Theo D. Wassenaar
"... responses of rehabilitating coastal dune forest ground vegetation to livestock grazing ..."
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responses of rehabilitating coastal dune forest ground vegetation to livestock grazing

short-term

by Tommy R. Lundberg, Rodrigo Fern, Thomas Gustafsson, Per A. Tesch, Lundberg Tr, Ez-gonzalo R, Gustafsson T, Tesch Pa , 2012
"... exercise does not compromise muscle hypertrophy response to ..."
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exercise does not compromise muscle hypertrophy response to

short-term

by Edith Ubogagu, Yp Samarasinghe, Niel Munro, Michael D Feher
"... basal analogue insulins – ..."
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basal analogue insulins –

short-term

by Eiichi Hoshino, Ken Mogi
"... for false memory before deletion in visual ..."
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for false memory before deletion in visual
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