Long short term memory


Long short term memory

Long short term memory or LSTM is an artificial neural network structure used for time series prediction. Unlike traditional recurrent neural networks, it is capable of doing long term predictions.

ee also

* Artificial neural network
* Time series

References

*cite paper | author=S. Hochreiter and J. Schmidhuber. | title = [ftp://ftp.idsia.ch/pub/juergen/lstm.pdf Neural Computation, 9(8):1735-1780, 1997] | year = 1997|
*cite paper | author=J. A. Perez-Ortiz et al | title = [ftp://ftp.idsia.ch/pub/juergen/nnlstmkalman.pdf Kalman filters improve LSTM network performance in problems unsolvable by traditional recurrent nets. Neural Networks 16(2):241-250, 2003] | year = 2003 |


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  • Short-term memory — A system for temporarily storing and managing information required to carry out complex cognitive tasks such as learning, reasoning, and comprehension. Short term memory is involved in the selection, initiation, and termination of information… …   Medical dictionary

  • short-term memory — noun what you can repeat immediately after perceiving it • Syn: ↑STM, ↑immediate memory • Hypernyms: ↑memory, ↑remembering * * * information retained in the brain and retrievable from it over a brief span of time (contrasted with long term… …   Useful english dictionary

  • short-term memory — /ʃɔt tɜm ˈmɛmri/ (say shawt term memree) noun the part of the memory that can store small amounts of information for a short period, as used in dialling telephone numbers, etc. Compare long term memory …   Australian English dictionary

  • short-term memory — information retained in the brain and retrievable from it over a brief span of time (contrasted with long term memory). [1965 70] * * * …   Universalium

  • Visual short term memory — In the study of vision, visual short term memory (VSTM) is one of three broad memory systems including iconic memory and long term memory. VSTM is a type of short term memory, but one limited to information within the visual domain. The term VSTM …   Wikipedia

  • Long-term memory — (LTM) is memory that can last as little as a few days or as long as decades. It differs structurally and functionally from working memory or short term memory, which ostensibly stores items for only around 20 seconds. Biologically, short term… …   Wikipedia

  • short-term — adj [usually before noun] continuing for only a short time, or relating only to the period that is not very far into the future ≠ ↑long term ▪ The treatment may bring short term benefits to AIDS sufferers. ▪ Most of the staff are on short term… …   Dictionary of contemporary English

  • Long-term memory — A system for permanently storing, managing, and retrieving information for later use. Items of information stored as long term memory may be available for a lifetime. Long term memory is in contrast to short term memory (as I recall). * * * long… …   Medical dictionary

  • long-term memory — noun your general store of remembered information • Syn: ↑LTM • Hypernyms: ↑memory, ↑remembering • Hyponyms: ↑episodic memory, ↑personal memory, ↑semantic memory, ↑ …   Useful english dictionary


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