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hello-algo/docs/chapter_sorting/selection_sort.md

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1 year ago
---
comments: true
---
# 11.2   选择排序
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<u>选择排序selection sort</u>的工作原理非常简单:开启一个循环,每轮从未排序区间选择最小的元素,将其放到已排序区间的末尾。
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设数组的长度为 $n$ ,选择排序的算法流程如图 11-2 所示。
1. 初始状态下,所有元素未排序,即未排序(索引)区间为 $[0, n-1]$ 。
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2. 选取区间 $[0, n-1]$ 中的最小元素,将其与索引 $0$ 处的元素交换。完成后,数组前 1 个元素已排序。
3. 选取区间 $[1, n-1]$ 中的最小元素,将其与索引 $1$ 处的元素交换。完成后,数组前 2 个元素已排序。
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4. 以此类推。经过 $n - 1$ 轮选择与交换后,数组前 $n - 1$ 个元素已排序。
5. 仅剩的一个元素必定是最大元素,无须排序,因此数组排序完成。
=== "<1>"
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![选择排序步骤](selection_sort.assets/selection_sort_step1.png){ class="animation-figure" }
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=== "<2>"
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![selection_sort_step2](selection_sort.assets/selection_sort_step2.png){ class="animation-figure" }
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=== "<3>"
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![selection_sort_step3](selection_sort.assets/selection_sort_step3.png){ class="animation-figure" }
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=== "<4>"
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![selection_sort_step4](selection_sort.assets/selection_sort_step4.png){ class="animation-figure" }
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=== "<5>"
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![selection_sort_step5](selection_sort.assets/selection_sort_step5.png){ class="animation-figure" }
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=== "<6>"
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![selection_sort_step6](selection_sort.assets/selection_sort_step6.png){ class="animation-figure" }
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=== "<7>"
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![selection_sort_step7](selection_sort.assets/selection_sort_step7.png){ class="animation-figure" }
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=== "<8>"
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![selection_sort_step8](selection_sort.assets/selection_sort_step8.png){ class="animation-figure" }
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=== "<9>"
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![selection_sort_step9](selection_sort.assets/selection_sort_step9.png){ class="animation-figure" }
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=== "<10>"
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![selection_sort_step10](selection_sort.assets/selection_sort_step10.png){ class="animation-figure" }
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=== "<11>"
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![selection_sort_step11](selection_sort.assets/selection_sort_step11.png){ class="animation-figure" }
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<p align="center"> 图 11-2 &nbsp; 选择排序步骤 </p>
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在代码中,我们用 $k$ 来记录未排序区间内的最小元素:
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=== "Python"
```python title="selection_sort.py"
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def selection_sort(nums: list[int]):
"""选择排序"""
n = len(nums)
# 外循环:未排序区间为 [i, n-1]
for i in range(n - 1):
# 内循环:找到未排序区间内的最小元素
k = i
for j in range(i + 1, n):
if nums[j] < nums[k]:
k = j # 记录最小元素的索引
# 将该最小元素与未排序区间的首个元素交换
nums[i], nums[k] = nums[k], nums[i]
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```
=== "C++"
```cpp title="selection_sort.cpp"
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/* 选择排序 */
void selectionSort(vector<int> &nums) {
int n = nums.size();
// 外循环:未排序区间为 [i, n-1]
for (int i = 0; i < n - 1; i++) {
// 内循环:找到未排序区间内的最小元素
int k = i;
for (int j = i + 1; j < n; j++) {
if (nums[j] < nums[k])
k = j; // 记录最小元素的索引
}
// 将该最小元素与未排序区间的首个元素交换
swap(nums[i], nums[k]);
}
}
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```
=== "Java"
```java title="selection_sort.java"
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/* 选择排序 */
void selectionSort(int[] nums) {
int n = nums.length;
// 外循环:未排序区间为 [i, n-1]
for (int i = 0; i < n - 1; i++) {
// 内循环:找到未排序区间内的最小元素
int k = i;
for (int j = i + 1; j < n; j++) {
if (nums[j] < nums[k])
k = j; // 记录最小元素的索引
}
// 将该最小元素与未排序区间的首个元素交换
int temp = nums[i];
nums[i] = nums[k];
nums[k] = temp;
}
}
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```
=== "C#"
```csharp title="selection_sort.cs"
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/* 选择排序 */
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void SelectionSort(int[] nums) {
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int n = nums.Length;
// 外循环:未排序区间为 [i, n-1]
for (int i = 0; i < n - 1; i++) {
// 内循环:找到未排序区间内的最小元素
int k = i;
for (int j = i + 1; j < n; j++) {
if (nums[j] < nums[k])
k = j; // 记录最小元素的索引
}
// 将该最小元素与未排序区间的首个元素交换
(nums[k], nums[i]) = (nums[i], nums[k]);
}
}
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```
=== "Go"
```go title="selection_sort.go"
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/* 选择排序 */
func selectionSort(nums []int) {
n := len(nums)
// 外循环:未排序区间为 [i, n-1]
for i := 0; i < n-1; i++ {
// 内循环:找到未排序区间内的最小元素
k := i
for j := i + 1; j < n; j++ {
if nums[j] < nums[k] {
// 记录最小元素的索引
k = j
}
}
// 将该最小元素与未排序区间的首个元素交换
nums[i], nums[k] = nums[k], nums[i]
}
}
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```
=== "Swift"
```swift title="selection_sort.swift"
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/* 选择排序 */
func selectionSort(nums: inout [Int]) {
// 外循环:未排序区间为 [i, n-1]
for i in nums.indices.dropLast() {
// 内循环:找到未排序区间内的最小元素
var k = i
for j in nums.indices.dropFirst(i + 1) {
if nums[j] < nums[k] {
k = j // 记录最小元素的索引
}
}
// 将该最小元素与未排序区间的首个元素交换
nums.swapAt(i, k)
}
}
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```
=== "JS"
```javascript title="selection_sort.js"
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/* 选择排序 */
function selectionSort(nums) {
let n = nums.length;
// 外循环:未排序区间为 [i, n-1]
for (let i = 0; i < n - 1; i++) {
// 内循环:找到未排序区间内的最小元素
let k = i;
for (let j = i + 1; j < n; j++) {
if (nums[j] < nums[k]) {
k = j; // 记录最小元素的索引
}
}
// 将该最小元素与未排序区间的首个元素交换
[nums[i], nums[k]] = [nums[k], nums[i]];
}
}
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```
=== "TS"
```typescript title="selection_sort.ts"
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/* 选择排序 */
function selectionSort(nums: number[]): void {
let n = nums.length;
// 外循环:未排序区间为 [i, n-1]
for (let i = 0; i < n - 1; i++) {
// 内循环:找到未排序区间内的最小元素
let k = i;
for (let j = i + 1; j < n; j++) {
if (nums[j] < nums[k]) {
k = j; // 记录最小元素的索引
}
}
// 将该最小元素与未排序区间的首个元素交换
[nums[i], nums[k]] = [nums[k], nums[i]];
}
}
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```
=== "Dart"
```dart title="selection_sort.dart"
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/* 选择排序 */
void selectionSort(List<int> nums) {
int n = nums.length;
// 外循环:未排序区间为 [i, n-1]
for (int i = 0; i < n - 1; i++) {
// 内循环:找到未排序区间内的最小元素
int k = i;
for (int j = i + 1; j < n; j++) {
if (nums[j] < nums[k]) k = j; //
}
// 将该最小元素与未排序区间的首个元素交换
int temp = nums[i];
nums[i] = nums[k];
nums[k] = temp;
}
}
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```
=== "Rust"
```rust title="selection_sort.rs"
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/* 选择排序 */
fn selection_sort(nums: &mut [i32]) {
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if nums.is_empty() {
return;
}
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let n = nums.len();
// 外循环:未排序区间为 [i, n-1]
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for i in 0..n - 1 {
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// 内循环:找到未排序区间内的最小元素
let mut k = i;
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for j in i + 1..n {
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if nums[j] < nums[k] {
k = j; // 记录最小元素的索引
}
}
// 将该最小元素与未排序区间的首个元素交换
nums.swap(i, k);
}
}
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```
=== "C"
```c title="selection_sort.c"
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/* 选择排序 */
void selectionSort(int nums[], int n) {
// 外循环:未排序区间为 [i, n-1]
for (int i = 0; i < n - 1; i++) {
// 内循环:找到未排序区间内的最小元素
int k = i;
for (int j = i + 1; j < n; j++) {
if (nums[j] < nums[k])
k = j; // 记录最小元素的索引
}
// 将该最小元素与未排序区间的首个元素交换
int temp = nums[i];
nums[i] = nums[k];
nums[k] = temp;
}
}
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```
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=== "Kotlin"
```kotlin title="selection_sort.kt"
/* 选择排序 */
fun selectionSort(nums: IntArray) {
val n = nums.size
// 外循环:未排序区间为 [i, n-1]
for (i in 0..<n - 1) {
var k = i
// 内循环:找到未排序区间内的最小元素
for (j in i + 1..<n) {
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if (nums[j] < nums[k])
k = j // 记录最小元素的索引
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}
// 将该最小元素与未排序区间的首个元素交换
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val temp = nums[i]
nums[i] = nums[k]
nums[k] = temp
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}
}
```
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=== "Ruby"
```ruby title="selection_sort.rb"
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### 选择排序 ###
def selection_sort(nums)
n = nums.length
# 外循环:未排序区间为 [i, n-1]
for i in 0...(n - 1)
# 内循环:找到未排序区间内的最小元素
k = i
for j in (i + 1)...n
if nums[j] < nums[k]
k = j # 记录最小元素的索引
end
end
# 将该最小元素与未排序区间的首个元素交换
nums[i], nums[k] = nums[k], nums[i]
end
end
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```
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=== "Zig"
```zig title="selection_sort.zig"
[class]{}-[func]{selectionSort}
```
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??? pythontutor "可视化运行"
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<div style="height: 531px; width: 100%;"><iframe class="pythontutor-iframe" src="https://pythontutor.com/iframe-embed.html#code=def%20selection_sort%28nums%3A%20list%5Bint%5D%29%3A%0A%20%20%20%20%22%22%22%E9%80%89%E6%8B%A9%E6%8E%92%E5%BA%8F%22%22%22%0A%20%20%20%20n%20%3D%20len%28nums%29%0A%20%20%20%20%23%20%E5%A4%96%E5%BE%AA%E7%8E%AF%EF%BC%9A%E6%9C%AA%E6%8E%92%E5%BA%8F%E5%8C%BA%E9%97%B4%E4%B8%BA%20%5Bi,%20n-1%5D%0A%20%20%20%20for%20i%20in%20range%28n%20-%201%29%3A%0A%20%20%20%20%20%20%20%20%23%20%E5%86%85%E5%BE%AA%E7%8E%AF%EF%BC%9A%E6%89%BE%E5%88%B0%E6%9C%AA%E6%8E%92%E5%BA%8F%E5%8C%BA%E9%97%B4%E5%86%85%E7%9A%84%E6%9C%80%E5%B0%8F%E5%85%83%E7%B4%A0%0A%20%20%20%20%20%20%20%20k%20%3D%20i%0A%20%20%20%20%20%20%20%20for%20j%20in%20range%28i%20%2B%201,%20n%29%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20if%20nums%5Bj%5D%20%3C%20nums%5Bk%5D%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20k%20%3D%20j%20%20%23%20%E8%AE%B0%E5%BD%95%E6%9C%80%E5%B0%8F%E5%85%83%E7%B4%A0%E7%9A%84%E7%B4%A2%E5%BC%95%0A%20%20%20%20%20%20%20%20%23%20%E5%B0%86%E8%AF%A5%E6%9C%80%E5%B0%8F%E5%85%83%E7%B4%A0%E4%B8%8E%E6%9C%AA%E6%8E%92%E5%BA%8F%E5%8C%BA%E9%97%B4%E7%9A%84%E9%A6%96%E4%B8%AA%E5%85%83%E7%B4%A0%E4%BA%A4%E6%8D%A2%0A%20%20%20%20%20%20%20%20nums%5Bi%5D,%20nums%5Bk%5D%20%3D%20nums%5Bk%5D,%20nums%5Bi%5D%0A%0A%0A%22%22%22Driver%20Code%22%22%22%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20nums%20%3D%20%5B4,%201,%203,%201,%205,%202%5D%0A%20%20%20%20selection_sort%28nums%29%0A%20%20%20%20print%28%22%E9%80%89%E6%8B%A9%E6%8E%92%E5%BA%8F%E5%AE%8C%E6%88%90%E5%90%8E%20nums%20%3D%22,%20nums%29&codeDivHeight=472&codeDivWidth=350&cumulative=false&curInstr=4&heapPrimitives=nevernest&origin=opt-frontend.js&py=311&rawInputLstJSON=%5B%5D&textReferences=false"> </iframe></div>
<div style="margin-top: 5px;"><a href="https://pythontutor.com/iframe-embed.html#code=def%20selection_sort%28nums%3A%20list%5Bint%5D%29%3A%0A%20%20%20%20%22%22%22%E9%80%89%E6%8B%A9%E6%8E%92%E5%BA%8F%22%22%22%0A%20%20%20%20n%20%3D%20len%28nums%29%0A%20%20%20%20%23%20%E5%A4%96%E5%BE%AA%E7%8E%AF%EF%BC%9A%E6%9C%AA%E6%8E%92%E5%BA%8F%E5%8C%BA%E9%97%B4%E4%B8%BA%20%5Bi,%20n-1%5D%0A%20%20%20%20for%20i%20in%20range%28n%20-%201%29%3A%0A%20%20%20%20%20%20%20%20%23%20%E5%86%85%E5%BE%AA%E7%8E%AF%EF%BC%9A%E6%89%BE%E5%88%B0%E6%9C%AA%E6%8E%92%E5%BA%8F%E5%8C%BA%E9%97%B4%E5%86%85%E7%9A%84%E6%9C%80%E5%B0%8F%E5%85%83%E7%B4%A0%0A%20%20%20%20%20%20%20%20k%20%3D%20i%0A%20%20%20%20%20%20%20%20for%20j%20in%20range%28i%20%2B%201,%20n%29%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20if%20nums%5Bj%5D%20%3C%20nums%5Bk%5D%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20k%20%3D%20j%20%20%23%20%E8%AE%B0%E5%BD%95%E6%9C%80%E5%B0%8F%E5%85%83%E7%B4%A0%E7%9A%84%E7%B4%A2%E5%BC%95%0A%20%20%20%20%20%20%20%20%23%20%E5%B0%86%E8%AF%A5%E6%9C%80%E5%B0%8F%E5%85%83%E7%B4%A0%E4%B8%8E%E6%9C%AA%E6%8E%92%E5%BA%8F%E5%8C%BA%E9%97%B4%E7%9A%84%E9%A6%96%E4%B8%AA%E5%85%83%E7%B4%A0%E4%BA%A4%E6%8D%A2%0A%20%20%20%20%20%20%20%20nums%5Bi%5D,%20nums%5Bk%5D%20%3D%20nums%5Bk%5D,%20nums%5Bi%5D%0A%0A%0A%22%22%22Driver%20Code%22%22%22%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20nums%20%3D%20%5B4,%201,%203,%201,%205,%202%5D%0A%20%20%20%20selection_sort%28nums%29%0A%20%20%20%20print%28%22%E9%80%89%E6%8B%A9%E6%8E%92%E5%BA%8F%E5%AE%8C%E6%88%90%E5%90%8E%20nums%20%3D%22,%20nums%29&codeDivHeight=800&codeDivWidth=600&cumulative=false&curInstr=4&heapPrimitives=nevernest&origin=opt-frontend.js&py=311&rawInputLstJSON=%5B%5D&textReferences=false" target="_blank" rel="noopener noreferrer">全屏观看 ></a></div>
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## 11.2.1 &nbsp; 算法特性
- **时间复杂度为 $O(n^2)$、非自适应排序**:外循环共 $n - 1$ 轮,第一轮的未排序区间长度为 $n$ ,最后一轮的未排序区间长度为 $2$ ,即各轮外循环分别包含 $n$、$n - 1$、$\dots$、$3$、$2$ 轮内循环,求和为 $\frac{(n - 1)(n + 2)}{2}$ 。
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- **空间复杂度为 $O(1)$、原地排序**:指针 $i$ 和 $j$ 使用常数大小的额外空间。
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- **非稳定排序**:如图 11-3 所示,元素 `nums[i]` 有可能被交换至与其相等的元素的右边,导致两者的相对顺序发生改变。
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![选择排序非稳定示例](selection_sort.assets/selection_sort_instability.png){ class="animation-figure" }
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<p align="center"> 图 11-3 &nbsp; 选择排序非稳定示例 </p>