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In order to use PSO to train an NN, a suitable representation and tness function needs to be found Since the objective is to minimize the error function, the tness function is simply the given error function (eg the SSE given in equation (217)) Each particle represents a candidate solution to the optimization problem, and since the weights of a trained NN are a solution, a single article represents one complete network Each component of a particle s position vector represents one NN weight or bias Using this representation, any of the PSO algorithms can be used to nd the best weights for an NN to minimize the error function Eberhart and Kennedy [224, 446] provided the rst results of applying the basic PSO to the training of FFNNs Mendes et al [575] evaluated the performance of di erent neighborhood topologies (refer to Section 162) on training FFNNs The topologies tested included the star, ring, pyramid, square and four clusters topologies Hirata et al [367], and Gudise and Venayagamoorthy [338] respectively evaluated the ability of lbest and gbest PSO to train FFNNs Al-Kazemi and Mohan applied the multiphase PSO (refer to Section 1654) to NN training Van den Bergh and Engelbrecht showed that the cooperative PSO (refer to Section 1654) and GCPSO (refer to Section 1651) perform very well as NN training algorithms for FFNNs [863, 864] Settles and Rylander also applied the cooperative PSO to NN training [776] He et al [359] used the basic PSO to train a fuzzy NN, after which accurate rules have been extracted from the trained network The real power of PSO as an NN training algorithm was illustrated by Engelbrecht and Ismail [247, 406, 407, 408] and Van den Bergh and Engelbrecht [867] in training NNs with product units The basic PSO and cooperative PSO have been shown to outperform optimizers such as gradient-descent, LeapFrog (refer to Section 324), scaled conjugate gradient (refer to Section 323) and genetic algorithms (refer to 9) Paquet and Engelbrecht [655, 656] have further illustrated the power of the linear PSO in training support vector machines Salerno [753] used the basic PSO to train Elman recurrent neural networks (RNN) The PSO was successful for simple problems, but failed to train an RNN for parsing natural language phrases Tsou and MacNish [854] also showed that the basic PSO fails to train certain RNNs, and developed a Newton-based PSO that successfully trained a RNN to learn regular language rules Juang [430] combined the PSO as an operator in a GA to evolve RNNs The PSO was used to enhance elitist individuals. 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