This might not be a very traditional explanation/approach to this algorithm, but maybe it will help seeing these problems from a perspective that could help clarify things for some! Even though it is an intricate topic!
I was asked this question on a technical interview and was surprised by how much learning could come out of a single question. The problem description itself can require some googling to figure out. But what this problem is asking for is to find if there are any substrings that if split in half they are proportional. For example:
madam
Or
noon
Are both palindromes and if the string was 'goodafternoonmadam'
the longest palindrome substring would be madam.
Approach
I used javascript to solve this algorithm, but to give an overview to the challenge we can start looking at the edge cases this problem considers from the start:
- The String is 1 or less elements long.
- The whole String is a palindrome.
- All Characters are the same.
- The substring is a palindrome starting between two Characters (noon).
- The substring is a palindrome starting from a Character (madam).
We check if the string is 1 or less elements:
if(string.length <= 1){
// exit if string in 1 or less elements
return string[0]
}
To iterate over a string and modify/analyze it in javascript we can convert it into an array as follows:
let initialChecks = string.split('')
Then to check if the whole string is a palindrome we reverse the initialChecks
array with the string characters as elements and compare it to the initial string.
if (string === initialChecks.reverse().join('')){
return string
}
Then use the .every method to compare the each character to the first character(initialChecks[0]
), and if they are equal we return the original string as it would be already a palindrome from the start.
if(initialChecks.every( (character) => character === initialChecks[0] )){ // exit if all charactes are equal
return string
}
Checking for palindrome substrings
So the first thing we do to start looking for actual palindrome substrings, is to add an empty string/blank space between every character in our initialChecks
array and define an array with spaces (arrSp
). That way, we can check for palindromes that are proportional from the space between two characters like noon or from a character madam.
const arrSp = initialChecks.join(' ').split("")
Now we can iterate over this new array with blank spaces between each character of the string and get the main work that the problem asks for.
In summary, we use a nested loop to visit each element in our prepared array (arrSp
) to be able to expand on each element (center
) and check if the characters are the same on the left (i-j
) and the right (i+j
) of our center
.
We add the equivalent surrounding characters that are not spaces or empty strings into a palindrome
array that will contain each substring, and as we find more palindromes, we push them into an array which we called results
here. On this array containing all of the palindrome subtrings, we can check which one is the longest, and thus find the final answer.
for(let i = 0; i < arrSp.length; i++){
let palindrome = [];
let center;
for(let j = 1; j < arrSp.length; j++){ // inner loop to expand from each center (space or letter)
center = arrSp[i]
if(arrSp[i-j] && arrSp[i+j] && (arrSp[i-j] === arrSp[i+j]) ){ // loop outwards on every center
// and keep expanding if equivalent characters found
// but only push if elements are not falsy a.k.a. our empty strings we added earlier
arrSp[i-j].trim() ? palindrome.unshift(arrSp[i-j]) : null
arrSp[i+j].trim() ? palindrome.push(arrSp[i+j]) : null
}else{
break;
}
}
!!center.trim() ? palindrome.splice(palindrome.length / 2, 0, center) : null
// add center back into palindrome at the end of outside of loop
// but only if the center is not a blank space
// by inserting into half of length
palindrome.length ? result.push(palindrome) : null
// add palindrome to result which is the collection of all substring palindromes in the string
}
Breaking it down
Using an if statement, we can check each of the surrounding elements of each center
to see if the surrounding elements are the same character. The centers are accessed by the top loop index i
and we use the nested index j
to expand to the left and the right of each center.
if(arrSp[i-j] && arrSp[i+j] && (arrSp[i-j] === arrSp[i+j]) ){ // loop outwards on every center
// and keep expanding if equivalent characters found
// but only push if elements are not falsey a.k.a. our empty strings/blank spaces we added earlier
arrSp[i-j].trim() ? palindrome.unshift(arrSp[i-j]) : null
arrSp[i+j].trim() ? palindrome.push(arrSp[i+j]) : null }else{
break;
}
** This algorithm's nested loops make O(n^2) so it could be optimized
Since we added blank spaces we use the .trim()
method to make sure we only add actual characters to rebuild each palindrome we find. We add these equivalent characters to left of the center with .unshift(arrSp[i-j])
and to the right of the center with .push(arrSp[i+j])
. Then if we stop having a palindrome center we exit out of the loop and move on to the next center by triggering the break
.
After we found all the proportional sides of the palindrome substring, we add the center back into the palindrome, but only if its a character and not a blank space.
!!center.trim() ? palindrome.splice(palindrome.length / 2, 0, center) : null
// add center back into palindrome at the end of outside of loop
// but only if the center is not a blank space
// by inserting into half of length
palindrome.length ? result.push(palindrome.join('')) : null
// add palindrome to result which is the collection of all substring palindromes in the string
And then we can push the palindrome we just rebuilt into the result
array where we are collecting all the palindrome substrings from the original string.
How do we find the longest string in the result
array?
We can just use a .sort()
method as follows:
return result.sort((a,b) => b.length - a.length)[0]
We sort the array by decreasing palindrome length and then return the first element of the sorted array.
Feel free to check out the code in the sandbox.
Any comments/ideas are more than welcome!
Feel more than welcome to reach out! :)
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