Loop Invariant in Analysis of Algorithm

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The discussion centers on the concept of loop invariants in algorithm correctness, specifically in the context of insertion sort as detailed in the referenced book. A loop invariant is defined as a condition that remains true throughout the execution of an algorithm, regardless of its state. The thread highlights the connection between loop invariants and mathematical induction, where the initial state (base case) and the progression through iterations (inductive steps) are crucial for proving correctness. Despite understanding the theoretical framework, there is a lack of clarity on how to effectively apply loop invariants to prove algorithm correctness, particularly for insertion sort. The discussion invites further clarification and examples to enhance understanding of this concept.
sdj
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I can't generally map Loop Invariant method for proving the correctness of an Algorithm. Take the case of an Insertion Sort

http://csnx.groups.allonline.in/pool/Introduction%20to%20Algorithms-Cormen%20Solution.pdf

in the above link, at the page 2-3, they have proved the correctness of insertion sort using loop invariant. As of I understood, a loop invariant is a condition that will exist in an Algorithm(not necessarily), which always holds true, irrespective of the state of the Algorithm. And how is this used in proving the correctness? Besides in the same book it has been mentioned:

"Note the similarity to mathematical induction where to prove the property holds, you prove a base case and inductive step. Here, showing that the invariant holds before the first iteration corresponds to the base case and showing that the invariant holds from iteration to iteration corresponds to the inductive step."

Here, I can understand the lines above, but still not convinced with the explanation. Can anyone help me out...??
 
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sdj said:
I can't generally map Loop Invariant method for proving the correctness of an Algorithm. Take the case of an Insertion Sort

http://csnx.groups.allonline.in/pool/Introduction%20to%20Algorithms-Cormen%20Solution.pdf

in the above link, at the page 2-3, they have proved the correctness of insertion sort using loop invariant. As of I understood, a loop invariant is a condition that will exist in an Algorithm(not necessarily), which always holds true, irrespective of the state of the Algorithm. And how is this used in proving the correctness? Besides in the same book it has been mentioned:

"Note the similarity to mathematical induction where to prove the property holds, you prove a base case and inductive step. Here, showing that the invariant holds before the first iteration corresponds to the base case and showing that the invariant holds from iteration to iteration corresponds to the inductive step."

Here, I can understand the lines above, but still not convinced with the explanation. Can anyone help me out...??

See the wiki article - http://en.wikipedia.org/wiki/Loop_invariant
 
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