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Long short-term memory (LSTM) [1] is a type of recurrent neural network (RNN) aimed at mitigating the vanishing gradient problem [2] commonly encountered by traditional RNNs. Its relative insensitivity to gap length is its advantage over other RNNs, hidden Markov models , and other sequence learning methods.
This was solved by the long short-term memory (LSTM) variant in 1997, thus making it the standard architecture for RNN. RNNs have been applied to tasks such as unsegmented, connected handwriting recognition , [ 2 ] speech recognition , [ 3 ] [ 4 ] natural language processing , and neural machine translation .
Time Aware LSTM (T-LSTM) is a long short-term memory (LSTM) unit capable of handling irregular time intervals in longitudinal patient records. T-LSTM was developed by researchers from Michigan State University, IBM Research, and Cornell University and was first presented in the Knowledge Discovery and Data Mining (KDD) conference. [1]
Gated recurrent units (GRUs) are a gating mechanism in recurrent neural networks, introduced in 2014 by Kyunghyun Cho et al. [1] The GRU is like a long short-term memory (LSTM) with a gating mechanism to input or forget certain features, [2] but lacks a context vector or output gate, resulting in fewer parameters than LSTM. [3]
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Form S-1 is an SEC filing used by companies planning on going public to register their securities with the U.S. Securities and Exchange Commission (SEC) as the "registration statement by the Securities Act of 1933". The S-1 contains the basic business and financial information on an issuer with respect to a specific securities offering.
ISO was formed in 1971 as an advisory and rating organization for the property/casualty insurance industry to provide statistical and actuarial services, to develop insurance programs, and to assist insurance companies in meeting state regulatory requirements. [4] It became a wholly owned subsidiary of Verisk Analytics in October 2009. [5]
The firm developed an ambitious growth strategy in the 1970s through the 1990s. As a result, it expanded to become an international law firm with offices not only in the U.S. but also in London, Paris, Moscow, Riyadh, Beijing and Hong Kong. By early 2007, LeBoeuf, Lamb, Greene & MacRae had approximately 650 attorneys in 19 offices around the world.