Consider the following 3-PARTITION problem. Given integersa1,...,an, we want to determine whether it is possible to partition of {1,...,n} into three disjoint subsets I,J,Ksuch that

aiiI=ajjJ=akkk=13aii1 .

For example, for input(1,2,3,4,4,5,8) the answer is yes, because there is the partition(1,8),(4,5),(2,3,4). On the other hand, for input(2,2,3,5) the answer is no. Devise and analyze a dynamic programming algorithm3-PARTITION for that runs in time polynomial in n and in Σiai.

Short Answer

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Use dynamic programming to perform 3-PARTITION

Step by step solution

01

Dynamic programming approach

In dynamic programming there are all possibilities and more time as compared to greedy programming. and the Dynamic programming approach always gives the accurate or correct answer. In dynamic programming have to compute only distinct function call because as soon as compute and store in one data structure so that after this reuse afterward if it is needed.

02

Defining the Recurrence Relation and algorithm

Let us assume we have two backpacks and we are filling both of them at same time and whatever is leftover will be filled in third backpack.

Now we will pick an item and see if it fits to first or second backpacks.

Let us assume,

W=(i=1)nai

Now at the end, we will check that if we have W/3, W/3 in both backpacks. This will ensure us that we have W/3 in third backpack. Herefor input1,2,3,4,4,5,8 the answer is yes, because there is the partition1,8,4,5,2,3,4.Dynamic programming approach always gives the accurate or correct answer. In dynamic programming have to compute only distinct function call because as soon as compute and store in one data structure so that after this reuse afterward if it is needed.

On the other hand, for input the answer is a dynamic programming algorithm for3-PARTITION. that runs in time polynomial in n and inΣiai.

First let us define the initial condition:

Base case will be,

Px,y,0=0andP0,0,0=1

Recurrence Relation is:

,

For the case,

Px,y,0=0andP0,0,0=1

And, the value defined as,

W=(i=1)nai

in time polynomial inn,

Σiai.

Thus, Subproblem is:

px,y,i-1=1;   for  x=y=i=0

px,y,i=px,y,i-1px-a,y,i-1px,y-a,i-1;fori,x,y>0

Here, as let’s fill two backpacks inw3 runtime, and we are partitioning for some integers, our time complexity becomesOn*W2. This is the desired time complexity.

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Most popular questions from this chapter

Give an O(nt) algorithm for the following task. Input: A list of n positive integers a1,a2,...,an; a positive integer t. Question: Does some subset of the ai’s add up to t? (You can use each ai at most once.) (Hint: Look at subproblems of the form “does a subset of{a1,a2,...,ai} add up to ?”)

Consider the following variation on the change-making problem (Exercise 6.17): you are given denominations x1,x2,...,xn, and you want to make change for a value v, but you are allowed to use each denomination at most once. For instance, if the denominations are 1,5,10,20,then you can make change for 16=1+15and for 31=1+10+20but not for 40(because you can’t use 20 twice).

Input: Positive integers; x1,x2,...,xnanother integer v.

Output: Can you make change for v, using each denominationxi at most once?Show how to solve this problem in time O(nV).

You are going on a long trip. You start on the road at mile post 0. Along the way there aren hotels, at mile posts a1<a2<...<an , where eachai is measured from the starting point. The only places you are allowed to stop are at these hotels, but you can choose which of the hotels you stop at. You must stop at the final hotel (at distance an), which is your destination. You’d ideally like to travel miles a day, but this may not be possible (depending on the spacing of the hotels). If you travel x miles during a day, the penalty for that day is (200x)2. You want to plan your trip so as to minimize the total penalty- that is, the sum, over all travel days, of the daily penalties.Give an efficient algorithm that determines the optimal sequence of hotels at which to stop

Here is yet another variation on the change-making problem (Exercise 6.17). Given an unlimited supply of coins of denominations x1,x2,x3.........xnwe wish to make change for a value v using at most k coins; that is, we wish to find a set ofkcoins whose total value is v. This might not be possible: for instance, if the denominations are 5 and 10 and k=6, then we can make change for 55 but not for 65. Give an efficient dynamic-programming algorithm for the following problem. Input: ; x1,x2,x3.........xn;k;v.Question: Is it possible to make change for v using at most k coins, of denominations x1,x2,x3.........xn?

Given an unlimited supply of coins of denominations, we wish to make change for a value ; that is, we wish to find a set of coins whose total value is . This might not be possible: for instance, if the denominations are and 10 then we can make change for 15 but not for 12. Give an dynamic-programming algorithm for the following problem.Input:,; .Question: Is it possible to make change for using coins of denominations ?

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