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back-propagation
(redirected from backpropagation)

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back-propagation - (Or "backpropagation") A learning algorithm for modifying a feed-forward neural network which minimises a continuous "error function" or "objective function." Back-propagation is a "gradient descent" method of training in that it uses gradient information to modify the network weights to decrease the value of the error function on subsequent tests of the inputs. Other gradient-based methods from numerical analysis can be used to train networks more efficiently.

Back-propagation makes use of a mathematical trick when the network is simulated on a digital computer, yielding in just two traversals of the network (once forward, and once back) both the difference between the desired and actual output, and the derivatives of this difference with respect to the connection weights.


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Strintzis, (1998) An adaptive backpropagation neural network for real-time ischemia episodes detection: Development and performance analysis using the European ST-T database, IEEE Trans Biomed Eng, 45, 805-13.
Usually, some nonlinear differentiable transfer functions are employed in MLP and the error backpropagation (BP) algorithm is used for network training.
2004) used the ANN, based on a backpropagation algorithm, to predict mass flow rate and suction line outlet temperature of experimental data from Melo et al.
 
 
 
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