同向雙指針高階題總結

有一類題,看起來很像同向雙指針,但是不完全是,一般都是求exactly K

同向雙指針教會了我們如何求at most K, 現在我們要求exactly K. 那麼我們可以轉換爲 exactly K = atMost(K) - atMost(K - 1);

這類題有好多,如下:

Substrings of size K with K distinct chars

Given a string s and an int k, return an int representing the number of substrings (not unique) of s with exactly k distinct characters. If the given string doesn't have k distinct characters, return 0.
https://leetcode.com/problems/subarrays-with-k-different-integers

Example 1:

Input: s = "pqpqs", k = 2
Output: 7
Explanation: ["pq", "pqp", "pqpq", "qp", "qpq", "pq", "qs"]

思路:這題思路很巧妙,我是看了上面那個 subarrays with k different integers 的花花視頻才懂的。

直接求很難,但是我們可以轉換成 f(k) - f(k-1)  f(k)表示最多不大於k(at most k)的char的string的個數, at most k, 可以用sliding window的雙指針來做,count 就是 j - i,表示以j - 1 爲尾巴的subarray的個數;

public class numberOfUniqueChars {
    public int getAtMostKCharacters(String s, int k) {
        if(s == null || s.length() == 0) {
            return 0;
        }

        int j = 0;
        int[] counts = new int[256];
        int c = 0;
        int ans = 0;
        for(int i = 0; i < s.length(); i++) {
            // move j;
            while(j < s.length() && c <= k) {
                if(counts[s.charAt(j)] == 0 ) {
                    if(c == k) {
                        break;
                    }
                    c++;
                }
                counts[s.charAt(j)]++;
                j++;
            }

            //update result;
            ans += j - i;

            // remove i;
            counts[s.charAt(i)]--;
            if(counts[s.charAt(i)] == 0) {
                c--;
            }
        }

        return ans;
    }

    public static void main(String[]  args) {
        /*
        *
        * Input: s = "pqpqs", k = 2
          Output: 7
          Explanation: ["pq", "pqp", "pqpq", "qp", "qpq", "pq", "qs"]
        * */
        numberOfUniqueChars numberOfUniqueChars = new numberOfUniqueChars();
        String s = "pqpqs";
        int ans1 = numberOfUniqueChars.getAtMostKCharacters(s, 2) - numberOfUniqueChars.getAtMostKCharacters(s, 1);
        // ans = 7;
        System.out.println("ans: " + ans1);

    }
}

Subarrays with K Different Integers

Given an array A of positive integers, call a (contiguous, not necessarily distinct) subarray of A good if the number of different integers in that subarray is exactly K.

(For example, [1,2,3,1,2] has 3 different integers: 12, and 3.)

Return the number of good subarrays of A.

Example 1:

Input: A = [1,2,1,2,3], K = 2
Output: 7
Explanation: Subarrays formed with exactly 2 different integers: [1,2], [2,1], [1,2], [2,3], [1,2,1], [2,1,2], [1,2,1,2].

Example 2:

Input: A = [1,2,1,3,4], K = 3
Output: 3
Explanation: Subarrays formed with exactly 3 different integers: [1,2,1,3], [2,1,3], [1,3,4].

思路:跟 Substrings with exactly K distinct chars ,把問題轉換爲 at most k的count,這樣就好做,然後用公式f(k) - f(k-1);

res += j - i ;  代表的是以  j -1 爲結尾的,滿足at most k chars的個數;

class Solution {
    public int subarraysWithKDistinct(int[] A, int K) {
        if(A == null || A.length == 0) {
            return 0;
        }
        return getAtMostK(A, K) - getAtMostK(A, K - 1);
    }
    
    private int getAtMostK(int[] A, int k) {
        int res = 0;
        int j = 0;
        int count = 0;
        int[] counts = new int[A.length + 1];
        for(int i = 0; i < A.length; i++) {
            // move j;
            while(j < A.length && count <= k) {
                if(counts[A[j]] == 0) {
                    if(count == k) {
                        break;
                    }
                    count++;
                }
                counts[A[j]]++;
                j++;
            }
            
            // update result;
            res += j - i;
            
            // move i;
            counts[A[i]]--;
            if(counts[A[i]] == 0) {
                count--;
            }
        }
        return res;
    }
}

Substrings of size K with K distinct chars

Given a string s and an int k, return an int representing the number of substrings (not unique) of s with exactly k distinct characters. If the given string doesn't have k distinct characters, return 0.
https://leetcode.com/problems/subarrays-with-k-different-integers

Example 1:

Input: s = "pqpqs", k = 2
Output: 7
Explanation: ["pq", "pqp", "pqpq", "qp", "qpq", "pq", "qs"]

思路:這題思路很巧妙,我是看了上面那個 subarrays with k different integers 的花花視頻才懂的。

直接求很難,但是我們可以轉換成 f(k) - f(k-1)  f(k)表示最多不大於k(at most k)的char的string的個數, at most k, 可以用sliding window的雙指針來做,count 就是 j - i,表示以j - 1 爲尾巴的subarray的個數;

public class numberOfUniqueChars {
    public int getAtMostKCharacters(String s, int k) {
        if(s == null || s.length() == 0) {
            return 0;
        }

        int j = 0;
        int[] counts = new int[256];
        int c = 0;
        int ans = 0;
        for(int i = 0; i < s.length(); i++) {
            // move j;
            while(j < s.length() && c <= k) {
                if(counts[s.charAt(j)] == 0 ) {
                    if(c == k) {
                        break;
                    }
                    c++;
                }
                counts[s.charAt(j)]++;
                j++;
            }

            //update result;
            ans += j - i;

            // remove i;
            counts[s.charAt(i)]--;
            if(counts[s.charAt(i)] == 0) {
                c--;
            }
        }

        return ans;
    }

    public static void main(String[]  args) {
        /*
        *
        * Input: s = "pqpqs", k = 2
          Output: 7
          Explanation: ["pq", "pqp", "pqpq", "qp", "qpq", "pq", "qs"]
        * */
        numberOfUniqueChars numberOfUniqueChars = new numberOfUniqueChars();
        String s = "pqpqs";
        int ans1 = numberOfUniqueChars.getAtMostKCharacters(s, 2) - numberOfUniqueChars.getAtMostKCharacters(s, 1);
        // ans = 7;
        System.out.println("ans: " + ans1);

    }
}

 Count Number of Nice Subarrays

Given an array of integers nums and an integer k. A subarray is called nice if there are k odd numbers on it.

Return the number of nice sub-arrays.

Example 1:

Input: nums = [1,1,2,1,1], k = 3
Output: 2
Explanation: The only sub-arrays with 3 odd numbers are [1,1,2,1] and [1,2,1,1].

Example 2:

Input: nums = [2,4,6], k = 1
Output: 0
Explanation: There is no odd numbers in the array.

Example 3:

Input: nums = [2,2,2,1,2,2,1,2,2,2], k = 2
Output: 16

Constraints:

  • 1 <= nums.length <= 50000
  • 1 <= nums[i] <= 10^5
  • 1 <= k <= nums.length

思路:sliding window讓我們學會了如何求At Most K的區間,那麼Exactly K times = at most K times - at most K - 1 times

class Solution {
    public int numberOfSubarrays(int[] nums, int k) {
        if(nums == null || nums.length == 0) {
            return 0;
        }
        return getAtMostK(nums, k) - getAtMostK(nums, k - 1);
    }
    
    private int getAtMostK(int[] nums, int k) {
        // two pointers scan;
        int j = 0;
        int oddcount = 0;
        int res = 0;
        for(int i = 0; i < nums.length; i++) {
            // move j;
            while(j < nums.length && oddcount <= k) {
                if(nums[j] % 2 == 1) {
                    if(oddcount == k) {
                        break;
                    }
                    oddcount++;
                }
                j++;
            }
            
            //update result
            res += j - i;
            
            //move i;
            if(nums[i] % 2 == 1) {
                oddcount--;
            }
        }
        return res;
    }
}

 

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