Intro to data mining

Essay: 
 
Many problems ask for a sparsified version of the object (8.4.1). This has many benefits as noted in the text. The text, however, does not address any negative aspect(s) or effects.
What are a sample of negative effects if this, and how would you mitigate or lessen these effects?  
The paper should be 1-2 pages, double spaced, and please use APA.

Discussion:
Many partitional clustering algorithms that automatically determine the number of clusters claim that this is an advantage. List two situations in which this is not the case. Please post ur discussion for atleast 300words.

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