How could I implement this neural network in R?
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In http://arxiv.org/ftp/arxiv/papers/1112/1112.5463.pdf, Varier et al develop a neural network model of motor control and then "lesion" it as it is training. I am new to neural networks and really do not even know where to begin in emulating them so that I can investigate this further for myself. Any hints would be appreciated. The details of the model can be found on page 16 of the linked arxiv paper. Figure 1 from the linked paper:
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Answer:
Actually, there are two considerable packages in R to handle neural networks with easiness. Here they are: nnet and neuralnet. Install them via install.packages('nnet') install.packages('neuralnet') in R. To get help and see examples, see ?neuralnet::neuralnet ?nnet::nnet You can look at a neural network as a function f(x) where x is a vector of inputs. You put a vector and the neural network answers you a number. The first two problems you will find are Define an architecture. For simplicity, take a single node at first, this will be equal to a linear regression. Train the network. There are algorithms such as Levenberg-Marquardt. This is the absolute minimum you have to know in order to program/run a neural network in R.
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