【LeetCode刷题记录】1.Two Sum解法与Hashmap的应用

时间:2021-12-22 19:15:38

Description:

Given an array of integers, return indices of the two numbers such that they add up to a specific target.

You may assume that each input would have exactly one solution, and you may not use the same element twice.

Example:

Given nums = [2, 7, 11, 15], target = 9,Because nums[0] + nums[1] = 2 + 7 = 9,return [0, 1].

My solution:

 public int[] twoSum(int[] nums, int target) {
for(int i = 0; i < nums.length; i++){
for(int j = 0; j < nums.length; j++){
if(nums[i] + nums[j] == target && i!=j){
return new int [] {i, j};
}
}
}
return null;
}

Runtime:56ms
Your runtime beats 9.43% of java submissions.

显然时间复杂度为O(n^2),耗时太长,不太合理。

Better Solutions:

以下为其他人提交的时间复杂度为O(n)的算法。

C++

vector<int> twoSum(vector<int> &numbers, int target)
{
//Key is the number and value is its index in the vector.
unordered_map<int, int> hash;
vector<int> result;
for (int i = 0; i < numbers.size(); i++) {
int numberToFind = target - numbers[i];

//if numberToFind is found in map, return them
if (hash.find(numberToFind) != hash.end()) {
//+1 because indices are NOT zero based
result.push_back(hash[numberToFind] + 1);
result.push_back(i + 1);
return result;
}

//number was not found. Put it in the map.
hash[numbers[i]] = i;
}
return result;
}

Java

public int[] twoSum(int[] numbers, int target) {
int[] result = new int[2];
Map<Integer, Integer> map = new HashMap<Integer, Integer>();
for (int i = 0; i < numbers.length; i++) {
if (map.containsKey(target - numbers[i])) {
result[1] = i + 1;
result[0] = map.get(target - numbers[i]);
return result;
}
map.put(numbers[i], i + 1);
}
return result;
}

Maybe The Shorest Solution

public int[] twoSum(int[] nums, int target) {
HashMap<Integer, Integer> map = new HashMap<>();
for(int i = 0; i < nums.length; i++){
if(map.containsKey(target - nums[i]))
return new int[] {map.get(target - nums[i]) + 1, i + 1};
else map.put(nums[i], i);
}
return null;
}

为什么要用Hashmap?

Hashmap根据键的hashCode值存储数据,大多数情况下可以直接定位到它的值,因而具有很快的访问速度,为了将时间复杂度降到O(n),我们使用了Hashmap。

methods of Hashmap

  • HashMap()
    构造一个具有默认初始容量 (16) 和默认加载因子 (0.75) 的空 HashMap。
  • HashMap(int initialCapacity)
    构造一个带指定初始容量和默认加载因子 (0.75) 的空 HashMap
  • HashMap(int initialCapacity, float loadFactor)
    构造一个带指定初始容量和加载因子的空 HashMap
  • void clear()
    从此映射中移除所有映射关系。
  • boolean containsKey(Object key)
    如果此映射包含对于指定的键的映射关系,则返回 true。
  • boolean containsValue(Object value)
    如果此映射将一个或多个键映射到指定值,则返回 true。
  • V put(K key, V value)
    在此映射中关联指定值与指定键。-

在HashMap中通过get()来获取value,通过put()来插入value,ContainsKey()则用来检验对象是否已经存在。可以看出,和ArrayList的操作相比,HashMap除了通过key索引其内容之外,别的方面差异并不大。

使用HashMap后,运行速度相比于原来的275ms确实有明显提升

Runtime: 8ms
Your runtime beats 56.48% of java submissions.