Data Mining: Negative aspects of Sparsification

“Many problems ask for a sparsified version of the object (8.4.1 Sparsification). 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?  

Note: The paper should address negative aspects of Sparsification and it content should be 2-3 pages without title page. No plagiarism. Text Book attached for reference.”

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