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[算法]打印N个数组的整体最大Top K

2016-02-14 17:24 302 查看

题目:

有N个长度不一的数组,所有的数组都是有序的,请从大到小打印这N个数组整体最大的前K个数。

例如:

输入含有N行元素的二维数组代表N个一维数组。

219,405,538,845,971

148,558

52,99,348,691

再输入整数K=5,则打印:

Top 5:971,845,961,558,538。

要求:

1.如果所有数组的元素个数小于K,则从小到大打印所有的数。

2.时间复杂度为O(KlogN)。

解答:

利用堆结构和堆排序完成。

import java.util.Arrays;
public class Problem_20_PrintMaxTopK {
public static class HeapNode {
public int value;
public int arrNum;
public int index;
public HeapNode(int value, int arrNum, int index) {
this.value = value;
this.arrNum = arrNum;
this.index = index;
}
}
public static void printTopK(int[][] matrix, int topK) {
int heapSize = matrix.length;
HeapNode[] heap = new HeapNode[heapSize];
for (int i = 0; i != heapSize; i++) {
int index = matrix[i].length - 1;
heap[i] = new HeapNode(matrix[i][index], i, index);
heapInsert(heap, i);
}
System.out.println("TOP " + topK + " : ");
for (int i = 0; i != topK; i++) {
if (heapSize == 0) {
break;
	}
System.out.print(heap[0].value + " ");
if (heap[0].index != 0) {
heap[0].value = matrix[heap[0].arrNum][--heap[0].index];
} else {
swap(heap, 0, --heapSize);
	}
heapify(heap, 0, heapSize);
}
}
public static void heapInsert(HeapNode[] heap, int index) {
while (index != 0) {
int parent = (index - 1) / 2;
if (heap[parent].value < heap[index].value) {
swap(heap, parent, index);
index = parent;
} else {
break;
	}
}
}
public static void heapify(HeapNode[] heap, int index, int heapSize) {
int left = index * 2 + 1;
int right = index * 2 + 2;
int largest = index;
while (left < heapSize) {
if (heap[left].value > heap[index].value) {
largest = left;
	}
if (right < heapSize && heap[right].value > heap[largest].value) {
largest = right;
	}
if (largest != index) {
swap(heap, largest, index);
} else {
break;
	}
index = largest;
left = index * 2 + 1;
right = index * 2 + 2;
}
}
public static void swap(HeapNode[] heap, int index1, int index2) {
HeapNode tmp = heap[index1];
heap[index1] = heap[index2];
heap[index2] = tmp;
}
public static int[][] generateRandomMatrix(int maxRow, int maxCol,
int maxValue) {
if (maxRow < 0 || maxCol < 0) {
return null;
}
int[][] matrix = new int[(int) (Math.random() * maxRow) + 1][];
for (int i = 0; i != matrix.length; i++) {
matrix[i] = new int[(int) (Math.random() * maxCol) + 1];
for (int j = 0; j != matrix[i].length; j++) {
matrix[i][j] = (int) (Math.random() * maxValue);
	}
Arrays.sort(matrix[i]);
}
return matrix;
}
public static void printMatrix(int[][] matrix) {
for (int i = 0; i != matrix.length; i++) {
for (int j = 0; j != matrix[i].length; j++) {
System.out.print(matrix[i][j] + " ");
	}
System.out.println();
}
}
public static void main(String[] args) {
int[][] matrix = generateRandomMatrix(5, 10, 1000);
printMatrix(matrix);
System.out.println("===========================");
printTopK(matrix, 100);
}
}

                                            
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