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数据结构和算法-06线段树-02

2025/11/2 7:59:44 来源:https://blog.csdn.net/qq_36115196/article/details/144466767  浏览:    关键词:数据结构和算法-06线段树-02

线段树实现-基于数组

构建数组

为什么构建数组的容量为数组长度的4 * N容量?

计算一颗满二叉树的节点总数,C 为满二叉树的层数,c = h +1(二叉树的层 = 高度 + 1)

image-20241212164326913

计算二叉树的高度 : log2n, 可以看出 层=高度+1

image-20241212165412528

一个平衡二叉树的高度在[log2 n, log2n+1]之间,下图的高度为3, h= [log7, log27+1]–>[2,3]

image-20241212170122110

将最大可能: h = log2n+1 带入 2h+1 -1

image-20241212170639760 = 4 * n -1 近似于 4 * n 总空间数。

初始化数组
private Integer[] elements;
private final int N;public SegmentArrTree(Integer[] data) {this.N = 4 * data.length;elements = new Integer[this.N];buildTree(data, 0, 0, data.length - 1);
}

构建线段树

private Integer[] elements;
private final int N;public SegmentArrTree(Integer[] data) {this.N = 4 * data.length;elements = new Integer[this.N];buildTree(data, 0, 0, data.length - 1);
}public void buildTree(Integer[] data, int index, int start, int end) {if (end < start) return;if (start == end) {elements[index] = data[start];return;}int mid = start + (end - start) / 2;int leftIndex = 2 * index + 1;int rightIndex = 2 * index + 2;buildTree(data, leftIndex, start, mid);buildTree(data, rightIndex, mid + 1, end);elements[index] = elements[leftIndex] + elements[rightIndex];
}

线段树查询

private int query(int queryStart, int queryEnd, int treeIndex, int start, int end) {if (queryStart > queryEnd) return 0;if (queryStart == start && queryEnd == end) return elements[treeIndex];int mid = start + (end - start) / 2;int leftIndex = 2 * treeIndex + 1;int rightIndex = 2 * treeIndex + 2;if (queryEnd <= mid) {return query(queryStart, queryEnd, leftIndex, start, mid);} else if (queryStart > mid) {return query(queryStart, queryEnd, rightIndex, mid + 1, end);} else { //左右部分包含return query(queryStart, mid, leftIndex, start, mid)+ query(mid + 1, queryEnd, rightIndex, mid + 1, end);}}public long query(int queryStart, int queryEnd) {return query(queryStart, queryEnd, 0, 0, N - 1);
}public static void main(String[] args) {Integer[] a = {1, 3, 5, 7, 9, 11};SegmentArrTree tree = new SegmentArrTree(a);System.out.println(tree.query(0, 3));
}

更新数据

public void update(int node, int left, int right, int idx, int val, Integer[] data) {if (left == right) {    //l=r的时候,表示找到了idx对应的结点elements[node] = val;    //更新树的结点data[idx] = val;        //更新原数组的值return;}int mid = left + (right - left) / 2;int leftIndex = 2 * node + 1;int rightIndex = 2 * node + 2;if (idx <= mid) {update(leftIndex, left, mid, idx, val, data);} else {update(rightIndex, mid + 1, right, idx, val, data);}//更新父节点的值elements[node] = elements[leftIndex] + elements[rightIndex];
}

完整代码

package com.training.segment;import java.lang.reflect.Array;
import java.util.Arrays;public class SegmentArrTree {private Integer[] elements;private final int N;public SegmentArrTree(Integer[] data) {this.N = data.length;elements = new Integer[4 * this.N];buildTree(data, 0, 0, data.length - 1);}public void buildTree(Integer[] data, int index, int start, int end) {if (end < start) return;if (start == end) {elements[index] = data[start];return;}int mid = start + (end - start) / 2;int leftIndex = 2 * index + 1;int rightIndex = 2 * index + 2;buildTree(data, leftIndex, start, mid);buildTree(data, rightIndex, mid + 1, end);elements[index] = elements[leftIndex] + elements[rightIndex];}public void print() {for (Integer e : elements) {System.out.print(e + "\t");}}private int query(int queryStart, int queryEnd, int treeIndex, int start, int end) {if (queryStart > queryEnd) return 0;if (queryStart == start && queryEnd == end) return elements[treeIndex];int mid = start + (end - start) / 2;int leftIndex = 2 * treeIndex + 1;int rightIndex = 2 * treeIndex + 2;if (queryEnd <= mid) {return query(queryStart, queryEnd, leftIndex, start, mid);} else if (queryStart > mid) {return query(queryStart, queryEnd, rightIndex, mid + 1, end);} else { //左右部分包含return query(queryStart, mid, leftIndex, start, mid)+ query(mid + 1, queryEnd, rightIndex, mid + 1, end);}}public long query(int queryStart, int queryEnd) {return query(queryStart, queryEnd, 0, 0, N - 1);}public void update(int node, int left, int right, int idx, int val, Integer[] data) {if (left == right) {    //l=r的时候,表示找到了idx对应的结点elements[node] = val;    //更新树的结点data[idx] = val;        //更新原数组的值return;}int mid = left + (right - left) / 2;int leftIndex = 2 * node + 1;int rightIndex = 2 * node + 2;if (idx <= mid) {update(leftIndex, left, mid, idx, val, data);} else {update(rightIndex, mid + 1, right, idx, val, data);}//更新父节点的值elements[node] = elements[leftIndex] + elements[rightIndex];}public static void main(String[] args) {Integer[] a = {1, 3, 5, 7, 9, 11};System.out.println(Arrays.toString(a));SegmentArrTree tree = new SegmentArrTree(a);tree.print();System.out.println();System.out.println(tree.query(0, 3));tree.update(0, 0, a.length - 1, 4, 6, a);tree.print();System.out.println();System.out.println(tree.query(0, 3));}
}

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