Backpack | & ||
Backpack |
Given n items with size Ai, an integer m denotes the size of a backpack. How full you can fill this backpack?
If we have 4 items with size [2, 3, 5, 7], the backpack size is 11, we can select [2, 3, 5], so that the max size we can fill this backpack is 10. If the backpack size is 12. we can select[2, 3, 7] so that we can fulfill the backpack.
You function should return the max size we can fill in the given backpack.
分析:
看似这题是NP-hard问题,但是实际上可以用DP解决。result[i][j] 表示选取数组A中前i个数并且backpack size 是 j的时候,backpack剩余的size最小。
result[i][j] = Math.min(result[i - 1][j], result[i - 1][j - A[i]]);
public class Solution {
public int backPack(int m, int[] A) {
if (A == null || A.length == || m <= ) return m;
int[][] result = new int[A.length][m + ];
for (int i = ; i < result.length; i++) {
for (int j = ; j <= m; j++) {
if (i == ) {
if (A[i] > j) {
result[i][j] = j;
} else {
result[i][j] = j - A[i];
}
} else {
if (A[i] > j) {
result[i][j] = result[i - ][j];
} else {
result[i][j] = Math.min(result[i - ][j], result[i - ][j - A[i]]);
}
}
}
}
return m - result[A.length - ][m];
}
}
Backpack II
Given n items with size Ai and value Vi, and a backpack with size m. What's the maximum value can you put into the backpack?
Given 4 items with size [2, 3, 5, 7] and value [1, 5, 2, 4], and a backpack with size 10. The maximum value is 9.
分析:
原理同上,转移方程如下:
maxValue[i][j] = Math.max(maxValue[i - 1][j], maxValue[i - 1][j - A[i]] + V[i]);
public class Solution {
public int backPackII(int m, int[] A, int V[]) {
if (m <= || A == null || A.length == || V == null || V.length == ) return ;
int[][] maxValue = new int[A.length][m + ];
for (int i = ; i < maxValue.length; i++) {
for (int j = ; j < maxValue[].length; j++) {
if ( i == ) {
if (A[i] <= j) {
maxValue[i][j] = V[i];
}
} else {
if (A[i] <= j) {
maxValue[i][j] = Math.max(maxValue[i - ][j], maxValue[i - ][j - A[i]] + V[i]);
} else {
maxValue[i][j] = maxValue[i - ][j];
}
}
}
}
return maxValue[maxValue.length - ][maxValue[].length - ];
}
}
参考请注明出处:cnblogs.com/beiyeqingteng/
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