08模拟法 + 技巧 + 数学 + 缓存(D2_技巧)

发布于:2025-02-15 ⋅ 阅读:(13) ⋅ 点赞:(0)

目录

1. 只出现一次的数字(简单)

1.1. 题目描述

1.2. 解题思路

方法一:位运算

2. 多数元素(简单)

2.1. 题目描述

2.2. 解题思路

方法一:哈希表

方法二:排序

方法三:随机化

方法四:分治

方法五:Boyer-Moore 投票算法

3. 颜色分类

3.1. 题目描述

3.2. 解题思路

方法一:单指针

方法二:双指针

方法三:双指针

4. 下一个排列

4.1. 题目描述

4.2. 解题思路

方法一:两遍扫描

5. 寻找重复数

5.1. 题目描述

5.2. 解题思路

方法一:二分查找

方法二:二进制

方法三:快慢指针


1. 只出现一次的数字(简单)

1.1. 题目描述

1.2. 解题思路

方法一:位运算

class Solution {
    public int singleNumber(int[] nums) {
        int single = 0;
        for (int num : nums) {
            single ^= num;
        }
        return single;
    }
}

2. 多数元素(简单)

2.1. 题目描述

2.2. 解题思路

方法一:哈希表

class Solution {
    private Map<Integer, Integer> countNums(int[] nums) {
        Map<Integer, Integer> counts = new HashMap<Integer, Integer>();
        for (int num : nums) {
            if (!counts.containsKey(num)) {
                counts.put(num, 1);
            } else {
                counts.put(num, counts.get(num) + 1);
            }
        }
        return counts;
    }

    public int majorityElement(int[] nums) {
        Map<Integer, Integer> counts = countNums(nums);

        Map.Entry<Integer, Integer> majorityEntry = null;
        for (Map.Entry<Integer, Integer> entry : counts.entrySet()) {
            if (majorityEntry == null || entry.getValue() > majorityEntry.getValue()) {
                majorityEntry = entry;
            }
        }

        return majorityEntry.getKey();
    }
}

方法二:排序

class Solution {
    public int majorityElement(int[] nums) {
        Arrays.sort(nums);
        return nums[nums.length / 2];
    }
}

方法三:随机化

class Solution {
    private int randRange(Random rand, int min, int max) {
        return rand.nextInt(max - min) + min;
    }

    private int countOccurences(int[] nums, int num) {
        int count = 0;
        for (int i = 0; i < nums.length; i++) {
            if (nums[i] == num) {
                count++;
            }
        }
        return count;
    }

    public int majorityElement(int[] nums) {
        Random rand = new Random();

        int majorityCount = nums.length / 2;

        while (true) {
            int candidate = nums[randRange(rand, 0, nums.length)];
            if (countOccurences(nums, candidate) > majorityCount) {
                return candidate;
            }
        }
    }
}

方法四:分治

class Solution {
    private int countInRange(int[] nums, int num, int lo, int hi) {
        int count = 0;
        for (int i = lo; i <= hi; i++) {
            if (nums[i] == num) {
                count++;
            }
        }
        return count;
    }

    private int majorityElementRec(int[] nums, int lo, int hi) {
        // base case; the only element in an array of size 1 is the majority
        // element.
        if (lo == hi) {
            return nums[lo];
        }

        // recurse on left and right halves of this slice.
        int mid = (hi - lo) / 2 + lo;
        int left = majorityElementRec(nums, lo, mid);
        int right = majorityElementRec(nums, mid + 1, hi);

        // if the two halves agree on the majority element, return it.
        if (left == right) {
            return left;
        }

        // otherwise, count each element and return the "winner".
        int leftCount = countInRange(nums, left, lo, hi);
        int rightCount = countInRange(nums, right, lo, hi);

        return leftCount > rightCount ? left : right;
    }

    public int majorityElement(int[] nums) {
        return majorityElementRec(nums, 0, nums.length - 1);
    }
}

方法五:Boyer-Moore 投票算法

class Solution {
    public int majorityElement(int[] nums) {
        int count = 0;
        Integer candidate = null;

        for (int num : nums) {
            if (count == 0) {
                candidate = num;
            }
            count += (num == candidate) ? 1 : -1;
        }

        return candidate;
    }
}

3. 颜色分类

3.1. 题目描述

3.2. 解题思路

方法一:单指针

class Solution {
    public void sortColors(int[] nums) {
        int n = nums.length;
        int ptr = 0;
        for (int i = 0; i < n; ++i) {
            if (nums[i] == 0) {
                int temp = nums[i];
                nums[i] = nums[ptr];
                nums[ptr] = temp;
                ++ptr;
            }
        }
        for (int i = ptr; i < n; ++i) {
            if (nums[i] == 1) {
                int temp = nums[i];
                nums[i] = nums[ptr];
                nums[ptr] = temp;
                ++ptr;
            }
        }
    }
}

方法二:双指针

Java代码:

class Solution {
    public void sortColors(int[] nums) {
        int n = nums.length;
        int p0 = 0, p1 = 0;
        for (int i = 0; i < n; ++i) {
            if (nums[i] == 1) {
                int temp = nums[i];
                nums[i] = nums[p1];
                nums[p1] = temp;
                ++p1;
            } else if (nums[i] == 0) {
                int temp = nums[i];
                nums[i] = nums[p0];
                nums[p0] = temp;
                if (p0 < p1) {
                    temp = nums[i];
                    nums[i] = nums[p1];
                    nums[p1] = temp;
                }
                ++p0;
                ++p1;
            }
        }
    }
}

方法三:双指针

Java代码:

class Solution {
    public void sortColors(int[] nums) {
        int n = nums.length;
        int p0 = 0, p2 = n - 1;
        for (int i = 0; i <= p2; ++i) {
            while (i <= p2 && nums[i] == 2) {
                int temp = nums[i];
                nums[i] = nums[p2];
                nums[p2] = temp;
                --p2;
            }
            if (nums[i] == 0) {
                int temp = nums[i];
                nums[i] = nums[p0];
                nums[p0] = temp;
                ++p0;
            }
        }
    }
}

4. 下一个排列

4.1. 题目描述

4.2. 解题思路

方法一:两遍扫描

class Solution {
    public void nextPermutation(int[] nums) {
        int i = nums.length - 2;
        while (i >= 0 && nums[i] >= nums[i + 1]) {
            i--;
        }
        if (i >= 0) {
            int j = nums.length - 1;
            while (j >= 0 && nums[i] >= nums[j]) {
                j--;
            }
            swap(nums, i, j);
        }
        reverse(nums, i + 1);
    }

    public void swap(int[] nums, int i, int j) {
        int temp = nums[i];
        nums[i] = nums[j];
        nums[j] = temp;
    }

    public void reverse(int[] nums, int start) {
        int left = start, right = nums.length - 1;
        while (left < right) {
            swap(nums, left, right);
            left++;
            right--;
        }
    }
}

5. 寻找重复数

5.1. 题目描述

5.2. 解题思路

方法一:二分查找

class Solution {
    public int findDuplicate(int[] nums) {
        int n = nums.length;
        int l = 1, r = n - 1, ans = -1;
        while (l <= r) {
            int mid = (l + r) >> 1;
            int cnt = 0;
            for (int i = 0; i < n; ++i) {
                if (nums[i] <= mid) {
                    cnt++;
                }
            }
            if (cnt <= mid) {
                l = mid + 1;
            } else {
                r = mid - 1;
                ans = mid;
            }
        }
        return ans;
    }
}

方法二:二进制

class Solution {
    public int findDuplicate(int[] nums) {
        int n = nums.length, ans = 0;
        int bit_max = 31;
        while (((n - 1) >> bit_max) == 0) {
            bit_max -= 1;
        }
        for (int bit = 0; bit <= bit_max; ++bit) {
            int x = 0, y = 0;
            for (int i = 0; i < n; ++i) {
                if ((nums[i] & (1 << bit)) != 0) {
                    x += 1;
                }
                if (i >= 1 && ((i & (1 << bit)) != 0)) {
                    y += 1;
                }
            }
            if (x > y) {
                ans |= 1 << bit;
            }
        }
        return ans;
    }
}

方法三:快慢指针

class Solution {
    public int findDuplicate(int[] nums) {
        int slow = 0, fast = 0;
        do {
            slow = nums[slow];
            fast = nums[nums[fast]];
        } while (slow != fast);
        slow = 0;
        while (slow != fast) {
            slow = nums[slow];
            fast = nums[fast];
        }
        return slow;
    }
}