Lab4-Assignment.docx

Advanced Analytics – Theory and Methods

Advanced Analytics – Theory and Methods-Lab#4

Narender Reddy Kudumula

University of Cumberlands

Data Science & Big Data Analysis (ITS-836)

Prof. Dr. Gasan Elkhodari

09/29/2019

Advanced Analytics – Theory and Methods

Lab 4 Assignment

1) Plot and display the clusters for the high school

2) Discuss using your own words the impact of changing K value on the data sets used in this Lab.

When the variety of attributes is fantastically small, a not unusual method to further refine the selection of okay is to plot the information to determine how wonderful the identified clusters are from each different. In the first case, ideally whilst n = 2. The clusters are nicely described, with tremendous area among the four recognized clusters. However, in different cases the clusters can be close to every other, and the distinction might not be so apparent. In such instances, it's miles crucial to apply a few judgment on whether or not whatever one of a kind will result through using extra clusters. If using greater clusters does not better distinguish the organizations, it's miles almost honestly higher to go with fewer clusters.