a. Apply backtracking to solve the following instance of the subset sum problem: A = {1, 3, 4, 5} and d = 11.
b. Will the backtracking algorithm work correctly if we use just one of the two inequalities to terminate a node as nonpromising?
a.
Applying backtracking to solve the subset sum problem with A = {1, 3, 4, 5} and d = 11:
Start with an empty subset and check if it can sum up to the desired target (d = 11).
Explore all possible combinations by either including or excluding each element from the set A.
Here is the step-by-step process:
Start with an empty subset and the target sum (11). Current subset: [] Remaining set: {1, 3, 4, 5}
Include the first element, 1: Current subset: [1] Remaining set: {3, 4, 5} Calculate the sum: 1 Since the sum (1) is less than the target (11), we continue.
Include the second element, 3: Current subset: [1, 3] Remaining set: {4, 5} Calculate the sum: 4 Since the sum (4) is less than the target (11), we continue.
Include the third element, 4: Current subset: [1, 3, 4] Remaining set: {5} Calculate the sum: 8 Since the sum (8) is less than the target (11), we continue.
Include the fourth element, 5: Current subset: [1, 3, 4, 5] Remaining set: {} Calculate the sum: 13 Since the sum (13) is greater than the target (11), we backtrack.
Exclude the fourth element, 5: Current subset: [1, 3, 4] Remaining set: {} Calculate the sum: 8 Since the sum (8) is less than the target (11), we continue.
Exclude the third element, 4: Current subset: [1, 3] Remaining set: {} Calculate the sum: 4 Since the sum (4) is less than the target (11), we continue.
Exclude the second element, 3: Current subset: [1] Remaining set: {} Calculate the sum: 1 Since the sum (1) is less than the target (11), we continue.
Include the second element, 5: Current subset: [1, 5] Remaining set: {} Calculate the sum: 6 Since the sum (6) is less than the target (11), we continue.
Exclude the second element, 5: Current subset: [1] Remaining set: {} Calculate the sum: 1 Since the sum (1) is less than the target (11), we continue.
Include the first element, 4: Current subset: [4] Remaining set: {} Calculate the sum: 4 Since the sum (4) is less than the target (11), we continue.
Exclude the first element, 4: Current subset: [] Remaining set: {} Calculate the sum: 0 Since the sum (0) is less than the target (11), we continue.
No more elements remaining. The subset [1, 3, 4, 5] sums up to the target (11). Solution found!
b.
If use just one of the two inequalities to terminate a node as nonpromising, the backtracking algorithm may not work correctly. Both inequalities in the backtracking algorithm serve different purposes to efficiently prune the search space.