The main objective of this research paper is to prove the efficiency of high dimensional data analysis and different algorithms in the prediction process of Data mining. The approach made for this survey includes, an extensive literature search on published papers in the application of Data mining in prediction. The main algorithms which were involved in this study include classification using decision tree, clustering algorithm, Apriori algorithm and association rules. All the algorithms were

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... nalyzed with different data sets which were collected from real life applications.