2.Dynamic Programming on Stolen Values【dp】

Problem: There are  n houses built in a line, each of which contains some value in it. A thief is going to steal the maximal value in these houses, but he cannot steal in two adjacent houses because the owner of a stolen house will tell his two neighbors on the left and right side. What is the maximal stolen value?

For example, if there are four houses with values {6, 1, 2, 7}, the maximal stolen value is 13 when the first and fourth houses are stolen.

My Code:

#include <iostream>
#include <string.h>
using namespace std;

int dp[100];

int main()
{
	memset(dp,0,sizeof(dp));
	const int len=6;
	int a[len]={6,1,33,7,11,13};

	for(int i=0;i<len;i++)
	{
		if(i<2)
		{
			if(i==0)
				dp[i]=a[i];
			else if(i==1)
				dp[i]=a[i]>a[i-1]?a[i]:a[i-1];
		}
		else
		{
			dp[i]=dp[i-2]+a[i]>dp[i-1]?dp[i-2]+a[i]:dp[i-1];
		}

	}
	cout<<dp[len-1]<<endl;
	return 0;
}

Harry He:

Analysis: A function 
f(
i) is defined to denote the maximal stolen value from the first house to the 
i^thhouse, and the value contained in the 
i^th house is denoted as 
v_i. When the thief reaches the 
i^thhouse, he has two choices: to steal or not. Therefore, 
f(
i) can be defined with the following equation:

It would be much more efficient to calculate in bottom-up order than to calculate recursively. It looks like a 1D array with size 
n is needed, but actually it is only necessary to cache two values for 
f(
i-1) and 
f(
i-2) to calculate 
f(
i).

This algorithm can be implemented with the following C++ code:

int maxStolenValue(
const vector<
int>& values)

{

    
int length = values.size();

    
if(length == 0)

        
return 0;

    
int value1 = values[0];

    
if(length == 1)

        
return value1;

    
int value2 = max<
int>(values[0], values[1]);

    
if(length == 2)

        
return value2;

    
int value;

    
for(
int i = 2; i < length; ++i)

    {

        value = max<
int>(value2, value1 + values[i]);

        value1 = value2;

        value2 = value;

    }

    
return value;

}

More coding interview questions are discussed in my book <Coding Interviews: Questions, Analysis & Solutions>. You may find the details of this book on 
Amazon.com, or 
Apress.

The author Harry He owns all the rights of this post. If you are going to use part of or the whole of this ariticle in your blog or webpages, please add a reference to http://codercareer.blogspot.com/. If you are going to use it in your books, please contact him via zhedahht@gmail.com . Thanks.