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note
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20. Our preliminary computations indicate that the influence of temperature and solvent can be incorporated in neural network computing by adding two additional inputs (temperature and solvent) in the neural network architecture. For a limited set of solvents (for example, methanol, acetonitrile, water) they can be coded sequentially, 1,2, and 3. However, for a large set of solvents a more sophisticated coding algorithm is required. These computations lie beyond the scope of the current work.
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21. Neural network computational packages (NeuralWorks Professional II/PLUS and NeuralWorks Explorer) are commercially available from NeuralWare, Inc. (Penn Center West, Building IV Pittsburgh, PA 15276-9910) both for PC and mainframe computers. In this study we have used backpropagation-type neural networks included in this program package. For more details of neural network computing see, for example [1-4, 7], and references therein.
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