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In grid based algorithm rather than working with the data points this operates on space around the data points. The grid structure is made up of cells which segregate the data into number of closely connected cells. Density of each cell is calculated and sorted accordingly [25]. The computational complexity of grid based algorithm is less when compared with other algorithms this makes this approach more adaptable in dealing with large datasets.

Figure 2.5 Self Organizing Map (SOM).