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Aiming at the problems about resources load prediction appear in the cloud computing, the IABC algorithm is used with the combination of SVM to construct model of prediction. Firstly, backward learning is used for population initialization, the individuals of the population should be selected by differential evolution, constructing the nectar selection of the algorithm by the strategy of attraction points, and decreasing the disadvantage of being trapped into partial bests by feedback mechanism and the law of the jungle. Secondly, refining the parameters in SVM prediction model by IABC algorithm to have best parameters. Lastly, in simulation experiences, the prediction of IABC algorithm is better than that of predicting algorithm like SVM, LSSVM and so on. So, the prediction of IABC algorithm is worth being promoted.