mhjensen
316 lines
11 KiB
HTML
316 lines
11 KiB
HTML
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<section>
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<!-- ------------------- main content ---------------------- -->
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<center><h1 style="text-align: center;">Data Analysis and Machine Learning: Recurrent neural networks</h1></center> <!-- document title -->
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<p>
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<!-- author(s): Morten Hjorth-Jensen -->
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<center>
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<b>Morten Hjorth-Jensen</b> [1, 2]
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</center>
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<p> <br>
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<!-- institution(s) -->
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<center>[1] <b>Department of Physics, University of Oslo</b></center>
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<center>[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b></center>
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<br>
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<p> <br>
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<center><h4>Dec 29, 2018</h4></center> <!-- date -->
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<br>
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<center style="font-size:80%">
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<!-- copyright --> © 1999-2018, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license
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</center>
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</section>
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<section>
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<h2 id="___sec0">Recurrent neural networks: Overarching view </h2>
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<p>
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We have mostly looked at feedforward neural networks, where the
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activations flow only in one direction, from the input layer to the
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output layer.
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<p>
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A recurrent neural network (RNN) looks very much like a feedforward
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neural network, except it also has connections pointing
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backward. Let’s look at the simplest possible RNN, composed of just
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one neuron receiving inputs, producing an output, and sending that
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output back to itself.
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<p>
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RNNs are used to analyze time series data such as stock prices, and
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tell you when to buy or sell. In autonomous driving systems, they can
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anticipate car trajectories and help avoid accidents. More generally,
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they can work on sequences of arbitrary lengths, rather than on
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fixed-sized inputs like all the nets we have discussed so far. For
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example, they can take sentences, documents, or audio samples as
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input, making them extremely useful for natural language processing
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systems such as automatic translation and speech-to-text.
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