What are the limitations of experimental study?

Are there any problems regarding experimental study?
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Following are the limitations of Experimental study of Algorithms. 1. It is necessary to implement and test the algorithm. 2. Experiments can be done only on a limited set of inputs. 3. In order to compare algorithms, same hardware and software should be used. Source: http://in.docsity.com/en-video/Data_Structures_and_Algorithms-Naveen_Garg-Lecture_1
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All the methods necessary for trials ought to be done.
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