二分查找的核心思路
- 二分查找,也叫折半查找。是針對有序數據的一種快速查找算法。
- 二分查找的思想非常簡單,就是在區(qū)間范圍內取中間位置的值進行查找的辦法。
二分查找的操作流程
- 假如在一個有序數組中,給我們一個值,去查找這個值在這個數組中的位置。第一步我們取到這個數組的中間位置的值,比如長度位5的a數組,我們直接去a[2]的值(如果數組為偶數個,則取中間數中較小的那個,比如長度為6的數組,我們取a[2],不取a[3]),直接和要查找的值進行大小比較。如果a[2]大,則可以確定這個數再a[0..1]的區(qū)間,則再a[0..2]中繼續(xù)取中間值和這個數進行比較。如果a[2]小,則再a[3..4]去找中間值取對比。
- 重復上述操作,一直到找到相等的值將下標返回。如果一直找到區(qū)間范圍只剩一個元素,也不相等,即不存在這個值。
二分查找的相關
- 二分查找的時間復雜度為O(logn)。O(logn)時間復雜度的算法是一類及其高效的算法,有時候甚至比常量級的O(1)時間復雜度算法還要高效。
二分查找的代碼簡單實現
簡單的二分查找并不難寫,難寫的二分查找的變體問題。以下分別除了簡單的二分查找,還變體了4個問題,用代碼簡單的實現了一下。
- (void)bsearchNumber
{
NSArray *array = @[@1,@5,@8,@12,@18,@60,@60,@60,@87,@99,@111];
NSLog(@"二分查找 %d ",[self bsearchwithNumber:@60 withArray:array]);
NSLog(@"二分查找遞歸 %d ",[self bsearchrecursivewithwithNumber:@60 withArray:array withLow:0 withHigh:(int)array.count-1]);
NSLog(@"二分查找第一個等于 %d ",[self bsearchFirstEqualwithNumber:@60 withArray:array]);
NSLog(@"二分查找最后一個等于 %d ",[self bsearchLastEqualwithNumber:@60 withArray:array]);
NSLog(@"二分查找第一個大于等于 %d ",[self bsearchFirstEqualOrGreaterwithNumber:@50 withArray:array]);
NSLog(@"二分查找最后一個小于等于 %d ",[self bsearchLastEqualOrLesswithNumber:@61 withArray:array]);
}
- 查找等于給定值的元素
- (int)bsearchwithNumber:(NSNumber *)searchNumber withArray:(NSArray *)array
{
int low = 0;
int high = (int)array.count-1;
while (low <= high) {
int mid = low + (high-low)/2;
if ([array[mid] intValue] == [searchNumber intValue]) {
return mid;
}
if ([array[mid] intValue] > [searchNumber intValue]) {
high = mid-1;
}else {
low = mid+1;
}
}
return -1;
}
//二分查找遞歸形式
- (int)bsearchrecursivewithwithNumber:(NSNumber *)searchNumber withArray:(NSArray *)array withLow:(int)low withHigh:(int)high
{
if (low > high) {
return -1;
}
int mid = low+(high-low)/2;
if ([array[mid] intValue] == [searchNumber intValue]) {
return mid;
}else {
if ([array[mid] intValue] > [searchNumber intValue]) {
high = mid-1;
}else {
low = mid+1;
}
return [self bsearchrecursivewithwithNumber:searchNumber withArray:array withLow:low withHigh:high];
}
}
- 查找第一個值等于給定值的元素
- (int)bsearchFirstEqualwithNumber:(NSNumber *)searchNumber withArray:(NSArray *)array
{
int low = 0;
int high = (int)array.count-1;
while (low <= high) {
int mid = low + (high-low)/2;
if ([array[mid] intValue] > [searchNumber intValue]) {
high = mid-1;
}else if ([array[mid] intValue] < [searchNumber intValue]) {
low = mid+1;
}else {
if (mid == 0 || [array[mid-1] intValue] != [searchNumber intValue]) {
return mid;
}else {
high = mid-1;
}
}
}
return -1;
}
- 查找最后一個值等于給定值的元素
- (int)bsearchLastEqualwithNumber:(NSNumber *)searchNumber withArray:(NSArray *)array
{
int low = 0;
int high = (int)array.count-1;
while (low <= high) {
int mid = low + (high-low)/2;
if ([array[mid] intValue] > [searchNumber intValue]) {
high = mid-1;
}else if([array[mid] intValue] < [searchNumber intValue]) {
low = mid+1;
}else {
if (mid == (int)array.count-1 || [array[mid+1] intValue] != [searchNumber intValue]) {
return mid;
}else {
low = mid+1;
}
}
}
return -1;
}
- 查找第一個值大于或等于給定值的元素
- (int)bsearchFirstEqualOrGreaterwithNumber:(NSNumber *)searchNumber withArray:(NSArray *)array
{
int low = 0;
int high = (int)array.count-1;
while (low <= high) {
int mid = low + (high-low)/2;
if ([array[mid] intValue] >= [searchNumber intValue]) {
if (mid == 0 || [array[mid-1] intValue] < [searchNumber intValue]) {
return mid;
}else {
high = mid-1;
}
}else {
low = mid+1;
}
}
return -1;
}
- 查找最后一個值小于或等于給定值的元素
//二分查找最后一個值小于或等與給定值的元素
- (int)bsearchLastEqualOrLesswithNumber:(NSNumber *)searchNumber withArray:(NSArray *)array
{
int low = 0;
int high = (int)array.count-1;
while (low <= high) {
int mid = low + (high-low)/2;
if ([array[mid] intValue] <= [searchNumber intValue]) {
if (mid == (int)array.count-1 || [array[mid+1] intValue] > [searchNumber intValue]) {
return mid;
}else {
low = mid+1;
}
}else {
high = mid-1;
}
}
return -1;
}