常见算法
查找算法
基本查找
package search;
public class BasicSearchDemo1 {
public static void main(String[] args) {
//基本算法(顺序查找)
int[] arr = {131,23,57,37,95,48,57,43};
System.out.println(basicSearch(arr, 43));
}
public static boolean basicSearch(int[] arr,int number){
for (int i = 0; i < arr.length; i++) {
if (arr[i]==number){
return true;
}
}
return false;
}
}
课堂练习1
课堂练习2
package search;
import java.util.ArrayList;
public class BasicSearchDemo2 {
public static void main(String[] args) {
//基本算法(顺序查找)
int[] arr = {131,23,57,37,95,48,57,43,23};
System.out.println(basicSearch1(arr, 43));
System.out.println(basicSearch2(arr, 23));
}
public static int basicSearch1(int[] arr,int number){
for (int i = 0; i < arr.length; i++) {
if (arr[i]==number){
return i;
}
}
return -1;
}
public static ArrayList<Integer> basicSearch2(int[] arr, int number){
ArrayList<Integer> list = new ArrayList<>();
for (int i = 0; i < arr.length; i++) {
if (arr[i]==number){
list.add(i);
}
}
return list;
}
}
二分查找(折半查找)
package search;
public class BinarySearchDemo1 {
public static void main(String[] args) {
//二分查找
int[] arr = {7,23,79,81,103,127,131,147};
System.out.println(basicSearch(arr, 127));
}
public static int basicSearch(int[] arr,int number){
int min = 0;
int max = arr.length;
while (max>=min){
int mid = (min+max)/2;
if (number>arr[mid]){
min = mid+1;
} else if (number<arr[mid]) {
max = mid-1;
}else {
return mid;
}
}
return -1;
}
}
二分查找小结
二分查找的改进
插值查找
斐波那契查找
二分查找的小结
分块查找
package search;
public class BlockSearchDemo {
public static void main(String[] args) {
//初步将其分块
int[] arr = {16,5,9,12, 21,18
,32,23,37,26,45,34
,50,48,61,52,73,66};
Block b1 = new Block(21,0,5);
Block b2 = new Block(45,6,11);
Block b3 = new Block(73,12,17);
//定义数组来管理
Block[] blocks = {b1,b2,b3};
//记录要查找的数据
int number = 73;
//调用方法传递索引表、数组、查询的元素
int index = getIndex(blocks,arr,number);
System.out.println(index);
}
private static int getIndex(Block[] blocks, int[] arr, int number) {
int indexBock = findIndexBock(blocks, number);
if (indexBock==-1){
//表示没有返回-1
return -1;
}
//将对应块的起始索引和结束索引取出来
int startIndex = blocks[indexBock].getStartIndex();
int endIndex = blocks[indexBock].getEndIndex();
//遍历到则存在
for (int i = startIndex; i <= endIndex; i++) {
if (arr[i]==number){
return i;
}
}
return -1;
}
//定义一个方法用来确认number的块
public static int findIndexBock(Block[] blocks,int number){
//二分查找进行操作
int min = 0;
int max = blocks.length;
while (max>=min){
int mid = (min+max)/2;
if (number>blocks[mid].getMax()){
min = mid+1;
} else if (number<=blocks[mid].getMax()) {
return mid;
}
}
return -1;
//顺序查找
// for (int i = 0; i < blocks.length; i++) {
// if (blocks[i].getMax()>=number){
// return i;
// }
// }
// return -1;
}
}
//定义一个类记录分块情况
class Block{
private int max;
private int startIndex;
private int endIndex;
public Block() {
}
public Block(int max, int startIndex, int endIndex) {
this.max = max;
this.startIndex = startIndex;
this.endIndex = endIndex;
}
/**
* 获取
* @return max
*/
public int getMax() {
return max;
}
/**
* 设置
* @param max
*/
public void setMax(int max) {
this.max = max;
}
/**
* 获取
* @return startIndex
*/
public int getStartIndex() {
return startIndex;
}
/**
* 设置
* @param startIndex
*/
public void setStartIndex(int startIndex) {
this.startIndex = startIndex;
}
/**
* 获取
* @return endIndex
*/
public int getEndIndex() {
return endIndex;
}
/**
* 设置
* @param endIndex
*/
public void setEndIndex(int endIndex) {
this.endIndex = endIndex;
}
public String toString() {
return "Block{max = " + max + ", startIndex = " + startIndex + ", endIndex = " + endIndex + "}";
}
}
扩展的分块查找(无规律的数据)
package search;
public class BlockSearchDemo2 {
public static void main(String[] args) {
//初步将其分块
int[] arr = {27,22,30,40,36,
13,19,16,20,
7,10,
43,50,48};
Block2 b1 = new Block2(22,40,0,4);
Block2 b2 = new Block2(13,20,5,8);
Block2 b3 = new Block2(7,10,9,10);
Block2 b4 = new Block2(43,50,11,13);
//定义数组来管理
Block2[] blocks = {b1,b2,b3,b4};
//记录要查找的数据
int number = 40;
//调用方法传递索引表、数组、查询的元素
int index = getIndex(blocks,arr,number);
System.out.println(index);
}
private static int getIndex(Block2[] blocks, int[] arr, int number) {
int indexBock = findIndexBock(blocks, number);
if (indexBock==-1){
//表示没有返回-1
return -1;
}
//将对应块的起始索引和结束索引取出来
int startIndex = blocks[indexBock].getStartIndex();
int endIndex = blocks[indexBock].getEndIndex();
//遍历到则存在
for (int i = startIndex; i <= endIndex; i++) {
if (arr[i]==number){
return i;
}
}
return -1;
}
//定义一个方法用来确认number的块
public static int findIndexBock(Block2[] blocks,int number){
// 由于分布没有顺序不能使用二分查找所以使用顺序查找
for (int i = 0; i < blocks.length; i++) {
if (blocks[i].getMax()>=number&&blocks[i].getMin()<=number){
return i;
}
}
return -1;
}
}
//定义一个类记录分块情况
class Block2{
private int max;
private int min;
private int startIndex;
private int endIndex;
public Block2() {
}
public Block2( int min,int max, int startIndex, int endIndex) {
this.max = max;
this.min = min;
this.startIndex = startIndex;
this.endIndex = endIndex;
}
/**
* 获取
* @return max
*/
public int getMax() {
return max;
}
/**
* 设置
* @param max
*/
public void setMax(int max) {
this.max = max;
}
/**
* 获取
* @return min
*/
public int getMin() {
return min;
}
/**
* 设置
* @param min
*/
public void setMin(int min) {
this.min = min;
}
/**
* 获取
* @return startIndex
*/
public int getStartIndex() {
return startIndex;
}
/**
* 设置
* @param startIndex
*/
public void setStartIndex(int startIndex) {
this.startIndex = startIndex;
}
/**
* 获取
* @return endIndex
*/
public int getEndIndex() {
return endIndex;
}
/**
* 设置
* @param endIndex
*/
public void setEndIndex(int endIndex) {
this.endIndex = endIndex;
}
public String toString() {
return "Block{max = " + max + ", min = " + min + ", startIndex = " + startIndex + ", endIndex = " + endIndex + "}";
}
}
扩展的分块查找(查找过程中还需要添加数据)
排序算法
冒泡排序
package sort;
public class BubbleDemo1 {
public static void main(String[] args) {
int[] arr = {2,4,5,3,1};
int[] arr2 = bubble(arr);
for (int i = 0; i < arr2.length; i++) {
System.out.print(arr2[i]+" ");
}
}
private static int[] bubble(int[] arr) {
//表示执行多少轮
for (int j = 0; j < arr.length-1; j++) {
/**
* 每一轮如何找到该轮的最大值
* -1 表示 防止索引越界
* -j 提高效率,已经排序的位置不需要再比较
*/
for (int i = 0; i < arr.length -1-j; i++) {
if (arr[i] > arr[i+1]){
int temp = arr[i];
arr[i] = arr[i+1];
arr[i+1] = temp;
}
}
}
return arr;
}
}
选择排序
package sort;
public class SelectionDemo {
public static void main(String[] args) {
int[] arr = {2,10,5,3,1};
int[] arr2 = selection(arr);
for (int i = 0; i < arr2.length; i++) {
System.out.print(arr2[i]+" ");
}
}
private static int[] selection(int[] arr) {
//使用0索引与后面比较
for (int i = 0; i < arr.length-1; i++) {
//int j = i+1减少不必要的比较提高效率
for (int j = i+1; j < arr.length; j++) {
if (arr[i]>arr[j]){
int temp= arr[i];
arr[i] = arr[j];
arr[j] = temp;
}
}
}
return arr;
}
}
插入排序
交换位置时从后往前进行遍历,最终确定自己的位置。
package sort;
public class InsertDemo {
//插入排序
public static void main(String[] args) {
int[] arr = {1,5,10,3,20,7,40,54,4,6,23,47};
int[] arr2 = inserta(arr);
for (int i = 0; i < arr2.length; i++) {
System.out.print(arr2[i]+" ");
}
}
private static int[] inserta(int[] arr) {
//快速排序
//先确定无序的位置,无序的起始索引
int start = -1;
for (int i = 0; i < arr.length; i++) {
if (arr[i]>arr[i+1]){
start = i+1;
break;
}
}
for (int i = start; i < arr.length; i++) {
//j 进行操作防止i 改变后导致程序无法运行
int j = i;
//当前一个数比当前的数大时两数交换位置,并将指针即j前移一位
while (j>0&&arr[j]<arr[j-1]){
int temp = arr[j];
arr[j] = arr[j-1];
arr[j-1]=temp;
j--;
}
}
return arr;
}
}
快速排序
递归
注意
递归一定要有出口,否则就会内存溢出。
作用
练习
package sort;
public class RecursionDemo2 {
//求1-100的和
public static void main(String[] args) {
int n =100;
int sun = sum1(100);
System.out.println(sun);
}
private static int sum1(int i) {
if (i==1){
return 1;
}
return i+sum1(i-1);
}
}
练习二
package sort;
public class RecursionDemo3 {
//求5的阶乘
public static void main(String[] args) {
int factorial = factorial(5);
System.out.println(factorial);
}
private static int factorial(int i) {
if (i==1){
return 1;
}
return i*factorial(i-1);
}
}
快速排序
package sort;
public class QuickDemo {
public static void main(String[] args) {
//快速排序
int[] arr = {7,4,2,8,5,9,12,35,45,98,34,76};
quickSort(arr, 0, arr.length-1);
for (int i = 0; i < arr.length; i++) {
System.out.print(arr[i]+" ");
}
}
private static void quickSort(int[] arr, int i, int j) {
//快排第一轮
int start = i;
int end = j;
//设置递归的条件
if(start>end){
return;
}
int Benchmark = arr[i];
while (start != end){
//先寻找比基准数小的,用end记录下标
while (true){
if (end<=start||arr[end]<Benchmark){
break;
}
end--;
}
//在寻找比基准数大的,用start记录下标
while (true){
if (end<=start||arr[start]>Benchmark){
break;
}
start++;
}
//换位值
int temp = arr[start];
arr[start] = arr[end];
arr[end] = temp;
}
int temp = arr[i];
arr[i] = arr[end];
arr[end] = temp;
//开始进行递归调用
quickSort(arr,i,start-1);
quickSort(arr,start+1,j);
}
}
排序总结
Arrays
arrays即操作数组的工具类。
方法
sort中的指定规则排序
package ArraysDemo;
import java.util.Arrays;
import java.util.Comparator;
public class ArraysDemo1 {
public static void main(String[] args) {
int[] arr = {1,2,3,4,5,6,7,8,9};
System.out.println(Arrays.toString(arr));
System.out.println(Arrays.binarySearch(arr, 4));
System.out.println(Arrays.binarySearch(arr, 10));
System.out.println(Arrays.binarySearch(arr, 0));
System.out.println("=======================");
int[] ints = Arrays.copyOf(arr, 4);
System.out.println(Arrays.toString(ints));
int[] ints1 = Arrays.copyOf(arr, 9);
System.out.println(Arrays.toString(ints1));
int[] ints2 = Arrays.copyOfRange(arr, 0, 9);
System.out.println(Arrays.toString(ints2));
System.out.println("=========================");
// Arrays.fill(arr,1);
// System.out.println(Arrays.toString(arr));
// Arrays.sort(arr,new Comparator<>());
//o2-o1为降序排列,o1-o2为升序排列
Integer[] arr2 = {1,2,3,4,5,6,7,8,9};
Arrays.sort(arr2, new Comparator<Integer>() {
@Override
public int compare(Integer o1, Integer o2) {
return o2-o1;
}
});
System.out.println(Arrays.toString(arr2));
}
}
Lambda表达式
试水
package LambdaDemo;
import java.util.Arrays;
import java.util.Comparator;
public class Demo1 {
public static void main(String[] args) {
Integer[] arr = {1,2,3,7,4,9,6};
// Arrays.sort(arr, new Comparator<Integer>() {
// @Override
// public int compare(Integer o1, Integer o2) {
// return o1=o2;
// }
// });
Arrays.sort(arr, (Integer o1, Integer o2) -> {
return o1=o2;
}
);
System.out.println(Arrays.toString(arr));
}
}
函数式编程
package LambdaDemo;
public class Demo2 {
public static void main(String[] args) {
//正常情况
method(new Swin() {
@Override
public void swimming() {
System.out.println("匿名内部类游泳~");
}
});
//lambda表达式
method(()->{
System.out.println("lambda游泳~");
});
}
public static void method(Swin swin){
swin.swimming();
}
}
interface Swin{
public void swimming();
}
Lambda表达式的省略写法
核心思想:可推导,可省略。
package LambdaDemo;
import java.util.Arrays;
import java.util.Comparator;
public class Demo3 {
public static void main(String[] args) {
//正常情况
method(new Swin1() {
@Override
public void swimming() {
System.out.println("匿名内部类游泳~");
}
});
//lambda表达式
method(()->{
System.out.println("lambda游泳~");
});
//进行省略写法
method(()-> System.out.println("lambda游泳省略写法~"));
//多个形参的案例
Integer[] arr2 = {1,2,3,4,5,6,7,8,9};
//形参类型相同可以推导出来,省略
//将大括号,return、分号一起省略。
Arrays.sort(arr2, (o1,o2) -> o2-o1);
System.out.println(Arrays.toString(arr2));
}
public static void method(Swin1 swin){
swin.swimming();
}
}
interface Swin1{
public void swimming();
}
练习一:Lambda表达式简化Comparator接口的匿名形式
package LambdaDemo;
import java.util.Arrays;
import java.util.Comparator;
public class Demo4 {
public static void main(String[] args) {
String[] arr ={"aa","a","aaaa","aaa"};
Arrays.sort(arr,( o1,o2) ->o1.length()-o2.length());
System.out.println(Arrays.toString(arr));
}
}
综合练习
练习一:按要求排序
package Test.Test1;
import java.util.Arrays;
import java.util.Comparator;
public class Test1 {
public static void main(String[] args) {
//创建几个对象
Person p1 = new Person("xiaoli",20,175);
Person p2 = new Person("aiaoli",20,175);
Person p3 = new Person("biaoli",19,172);
Person p4 = new Person("ciaoli",22,168);
Person p5 = new Person("diaoli",20,168);
Person p6 = new Person("eiaoli",20,165);
Person p7 = new Person("fiaoli",20,175);
//定义数组进行存储
Person[] arr={p1,p2,p3,p4,p5,p6,p7};
//进行排序
//匿名内部类写法
// Arrays.sort(arr, new Comparator<Person>() {
// @Override
// public int compare(Person o1, Person o2) {
// //o1为要加入的
// if (o1.getAge()>o2.getAge()){
// return 1;
// } else if (o1.getAge()<o2.getAge()) {
// return -1;
// }else {
// //年龄一样,按身高排序
// if (o1.getHight()>o2.getHight()){
// return 1;
// } else if (o1.getHight()<o2.getHight()) {
// return -1;
// }else {
// //按姓名的字母排序
// //获取姓名的首字母
char o1n = o1.getName().charAt(0);
char o2n = o2.getName().charAt(0);
// //可以使用字符串的比较方法来比较
// return o1.getName().compareTo(o2.getName());
if (o1n>o2n){
return 1;
} else if (o1n<o2n) {
return -1;
}
// }
//
// }
// }
// });
//Lambda表达式写法
Arrays.sort(arr, (o1,o2) ->{
//o1为要加入的
if (o1.getAge()>o2.getAge()){
return 1;
} else if (o1.getAge()<o2.getAge()) {
return -1;
}else {
//年龄一样,按身高排序
if (o1.getHight()>o2.getHight()){
return 1;
} else if (o1.getHight()<o2.getHight()) {
return -1;
}else {
//按姓名的字母排序
//可以使用字符串的比较方法来比较
return o1.getName().compareTo(o2.getName());
}
}
}
);
//将数组转为字符串进行输出
System.out.println(Arrays.toString(arr));
}
}
实现方法二(教学的教简单):
package Test.Test1;
import java.util.Arrays;
import java.util.Comparator;
public class Test2 {
public static void main(String[] args) {
//创建几个对象
Person p1 = new Person("xiaoli",20,175);
Person p2 = new Person("aiaoli",20,175);
Person p3 = new Person("biaoli",19,172);
Person p4 = new Person("ciaoli",22,168);
Person p5 = new Person("diaoli",20,168);
Person p6 = new Person("eiaoli",20,165);
Person p7 = new Person("fiaoli",20,175);
//定义数组进行存储
Person[] arr={p1,p2,p3,p4,p5,p6,p7};
//进行排序
//匿名内部类写法
// Arrays.sort(arr, new Comparator<Person>() {
// @Override
// public int compare(Person o1, Person o2) {
// //比较年龄
// double temp = o1.getAge()-o2.getAge();
// //年龄相对,比较身高
// temp = temp == 0? o1.getHight()-o2.getHight():temp;
// //身高相等,比较姓名
// temp = temp == 0? o1.getName().compareTo(o2.getName()):temp;
//
// //由于返回值类型为int所以进行判断
//
// if (temp<0){
// return -1;
// } else if (temp>0) {
// return 1;
// }else {
// return 0;
// }
// }
// });
//Lambda表达式写法
Arrays.sort(arr, (o1,o2) -> {
//比较年龄
double temp = o1.getAge()-o2.getAge();
//年龄相对,比较身高
temp = temp == 0? o1.getHight()-o2.getHight():temp;
//身高相等,比较姓名
temp = temp == 0? o1.getName().compareTo(o2.getName()):temp;
//由于返回值类型为int所以进行判断
if (temp<0){
return -1;
} else if (temp>0) {
return 1;
}else {
return 0;
}
}
);
//将数组转为字符串进行输出
System.out.println(Arrays.toString(arr));
}
}
练习二:不死神兔
从第三个月开始这个月的数量都是前两个月的合。
package Test.Test2;
public class Test {
public static void main(String[] args) {
//从第三个数据开始每个数据都是前两个数据之和
//解法一:使用数组
// int[] arr = new int[12];
// arr[0]=1;
// arr[1]=1;
// for (int i = 2; i < arr.length; i++) {
// arr[i] = arr[i-1]+arr[i-2];
// }
// System.out.println(arr[11]);
//方法二:使用递归
System.out.println(fi(12));
}
public static int fi(int n){
if (n==1||n==2){
return 1;
}else {
return fi(n-1)+fi(n-2);
}
}
}
练习三:猴子吃桃子
package Test.Test3;
public class Test3 {
public static void main(String[] args) {
System.out.println(fi(1));
}
public static int fi(int n){
//进行校验
if (n>=11||n<=0){
return -1;
}
if (n==10){
return 1;
}else {
return (fi(n+1)+1)*2;
}
}
}