Algorithm-34,540,729,852 - 11/28/2023
only can ben used in sorted array
34:Given an array of integers nums sorted in non-decreasing order, find the starting and ending position of a given target value.
If target is not found in the array, return [-1, -1].
You must write an algorithm with O(log n) runtime complexity.
function searchRange(nums: number[], target: number): number[] {
function lowBound(nums: number[], target: number): number {
let l = 0;
let r = nums.length - 1;
while (l <= r) {
let mid = Math.floor((l + r) / 2);
if (nums[mid] >= target) {
r = mid - 1;
} else {
l = mid + 1;
}
}
return l;
}
const start = lowBound(nums, target);
// Check if start is out of bounds or if the target isn't at the start index
if (start === nums.length || nums[start] !== target) return [-1, -1];
// Use target + 1 to find the upper bound, then subtract 1 to get the last occurrence of target
const end = lowBound(nums, target + 1) - 1;
return [start, end];
}
method II
function searchRange(nums: number[], target: number): number[] {
// Helper function to find the leftmost (first occurrence) index of the target
function findStartingIndex() {
let index = -1;
let l = 0;
let r = nums.length - 1;
while (l <= r) {
let mid = Math.floor((l + r) / 2);
if (nums[mid] === target) {
index = mid; // Potential start found, but keep looking left
r = mid - 1;
} else if (nums[mid] < target) {
l = mid + 1;
} else {
r = mid - 1;
}
}
return index;
}
// Helper function to find the rightmost (last occurrence) index of the target
function findEndingIndex() {
let index = -1;
let l = 0;
let r = nums.length - 1;
while (l <= r) {
let mid = Math.floor((l + r) / 2);
if (nums[mid] === target) {
index = mid; // Potential end found, but keep looking right
l = mid + 1;
} else if (nums[mid] < target) {
l = mid + 1;
} else {
r = mid - 1;
}
}
return index;
}
let start = findStartingIndex();
let end = findEndingIndex();
// If the start index is -1, the target is not present in the array
if (start === -1) return [-1, -1];
return [start, end];
}
Complexity Analysis
Let n be the size of the input array nums.
- Time complexity: O(logn)
nums is divided into half each time. In the worst-case scenario, we need to cut nums until the range has no element, and it takes logarithmic time to reach this break condition.
- Space complexity: O(1)
During the loop, we only need to record three indexes, left, right, and mid, they take constant space.
540:Single Element in a Sorted Array
You are given a sorted array consisting of only integers where every element appears exactly twice, except for one element which appears exactly once.
Return the single element that appears only once.
Your solution must run in O(log n) time and O(1) space.
function singleNonDuplicate(nums: number[]): number {
// It checks if the current index (idx) is at a valid position such that the element at idx is the start of a pair or a single non-duplicate element.
function firstT(idx: number) {
if (idx === nums.length - 1) return true;
if (idx % 2 === 0) {
return nums[idx] !== nums[idx + 1];
} else {
return nums[idx] !== nums[idx - 1];
}
}
let l = 0;
let r = nums.length - 1;
let ans = -1;
while (l <= r) {
const mid = Math.floor((l + r) / 2);
if (firstT(mid)) {
ans = mid;
r = mid - 1;
} else {
l = mid + 1;
}
}
return nums[ans];
}
729:My Calendar You are implementing a program to use as your calendar. We can add a new event if adding the event will not cause a double booking.
A double booking happens when two events have some non-empty intersection (i.e., some moment is common to both events.).
The event can be represented as a pair of integers start and end that represents a booking on the half-open interval [start, end), the range of real numbers x such that start <= x < end.
Input [“MyCalendar”, “book”, “book”, “book”] [[], [10, 20], [15, 25], [20, 30]]
Output [null, true, false, true]
class MyCalendar {
calendar: number[][];
constructor() {
this.calendar = [];
}
book(start: number, end: number): boolean {
let l = 0;
let r = this.calendar.length - 1;
let idx = this.calendar.length;
while (l <= r) {
const mid = Math.floor((l + r) / 2);
if (this.calendar[mid][0] > start) {
idx = mid;
r = mid - 1;
} else {
l = mid + 1;
}
}
if (
(idx > 0 && this.calendar[idx - 1][1] > start) ||
(idx < this.calendar.length && this.calendar[idx][0] < end)
) {
return false;
}
this.calendar.splice(idx, 0, [start, end]);
return true;
}
}
852:Peak Index in a Mountain Array
Input: arr = [0,10,5,2] Output: 1
function peakIndexInMountainArray(arr: number[]): number {
let l = 0;
let r = arr.length - 1;
let idx = -1;
while (l <= r) {
const mid = Math.floor((l + r) / 2);
if (mid === arr.length - 1 || arr[mid] > arr[mid + 1]) {
idx = mid;
r = mid - 1;
} else {
l = mid + 1;
}
}
return idx;
}