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algorithmlogicdynamic-programmingsubsequence

confusing question of maximum possible weight of a subsequence


The weight of a sequence a0, a1, …, an-1 of real numbers is defined as a0+a1/2+…+ aa-1/2n-1. A subsequence of a sequence is obtained by deleting some elements from the sequence, keeping the order of the remaining elements the same. Let X denote the maximum possible weight of a subsequence of a0, a1, …,an-1 and Y the maximum possible weight of a subsequence of a1, a2, …,an-1. Then X is equal to (A) max(Y, a0+Y) (B) max(Y, a0+Y/2) (C) max(Y, a0+2Y) (D) a0+Y/2

Answer: (B)

Explanation: Using concepts of Dynamic Programming, to find the maximum possible weight of a subsequence of X, we will have two alternatives:

  1. Do not include a0 in the subsequence: then the maximum possible weight will be equal to maximum possible weight of a subsequence of {a1, a2,….an} which is represented by Y
  2. Include a0: then maximum possible weight will be equal to a0 + (each number picked in Y will get divided by 2) a0 + Y/2. Here you can note that Y will itself pick optimal subsequence to maximize the weight.

Final answer will be Max(Case1, Case2) i.e. Max(Y, a0 + Y/2). Hence B).

Why is the 2nd alternative Y/2 using Dynamic programming?

As per my understanding, the alternatives are:

  1. without a0, = the maximum possible weight of a subsequence of a1, a2, …,an-1 = Y
  2. with a0, = a0 + the maximum possible weight of a subsequence of a1, a2, …,an-1 = a0 + Y (but in above explaination it takes Y/2. Why?)

Solution

  • Without a0, the subsequence sum is

    Y = a1 + a2/2 + a3/4 ....
    

    With a0 included, the sum becomes

    a0 + a1/2 + a2/4 + a3/8 ... = a0 + [1/2 * (a1 + a2/2 + a3/4 ...)] = a0 + Y/2
    

    So the correct answer would be option B.