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Major Clustering Approaches ï® Partitioning algorithms: Construct various partitions and then evaluate them by some criterion ï® Hierarchy algorithms: Create a hierarchical decomposition of the set of data (or objects) using some criterion ï® Density-based: based on connectivity and density functions ï® Grid-based: based on a multiple-level granularity structure ï® Model-based: A model is hypothesized for each of the clusters and the idea is to find the best fit of that model to each other May 22, 2017 Data Mining: Concepts and Techniques 15