Palindrome tree | |
Type: | Tree |
Invented By: | Mikhail Rubinchik, Arseny M. Shur |
Invented Year: | 2015 |
Space Avg: | O(n) |
Space Worst: | O(n) |
Search Avg: | O(n*log σ) |
Search Worst: | O(n*log σ) |
Insert Avg: | O(log σ) |
Insert Worst: | O(n) |
In computer science a palindrome tree, also called an EerTree,[1] is a type of search tree, that allows for fast access to all palindromes contained in a string. They can be used to solve the longest palindromic substring, the k-factorization problem[2] (can a given string be divided into exactly k palindromes), palindromic length of a string[3] (what is the minimum number of palindromes needed to construct the string), and finding and counting all distinct sub-palindromes. Palindrome trees do this in an online manner, that is it does not require the entire string at the start and can be added to character by character.
Like most trees, a palindrome tree consists of vertices and directed edges. Each vertex in the tree represents a palindrome (e.g. 'tacocat') but only stores the length of the palindrome, and each edge represents either a character or a suffix. The character edges represent that when the character is appended to both ends of the palindrome represented by the source vertex, the palindrome in the destination vertex is created (e.g. an edge labeled 't' would connect the source vertex 'acoca' to the destination vertex 'tacocat'). The suffix edge connects each palindrome to the largest palindrome suffix it possesses (in the previous example 'tacocat' would have a suffix edge to 't', and 'atacocata' would have a suffix link to 'ata'). Where palindrome trees differ from regular trees, is that they have two roots (as they are in fact two separate trees). The two roots represent palindromes of length −1, and 0. That is, if the character 'a' is appended to both roots the tree will produce 'a' and 'aa' respectively. Since each edge adds (or removes) an even number of characters, the two trees are only ever connected by suffix edges.
Since a palindrome tree follows an online construction, it maintains a pointer to the last palindrome added to the tree. To add the next character to the palindrome tree, add(x)
first checks if the first character before the palindrome matches the character being added, if it does not, the suffix links are followed until a palindrome can be added to the tree. Once a palindrome has been found, if it already existed in the tree, there is no work to do. Otherwise, a new vertex is added with a link from the suffix to the new vertex, and a suffix link for the new vertex is added. If the length of the new palindrome is 1, the suffix link points to the root of the palindrome tree that represents a length of −1.
def add(x: int) -> bool: """Add character to the palindrome tree.""" while True: if x - 1 - current.length >= 0 and S[x - 1 - current.length]
if current.add[S[x]] is not None: return False
suffix = current current = Palindrome_Vertex current.length = suffix.length + 2 suffix.add[S[x]] = current
if current.length
while True: suffix = suffix.suffix if x - 1 - suffix.length >= 0 and S[x - 1 - suffix.length]
Finding palindromes that are common to multiple strings or unique to a single string can be done with
O(n*i)
i
i
i
i
Constructing a palindrome tree takes
O(nlog{\sigma})
n
\sigma
n
add(x)
, each call takes O(log{\sigma})
add(x)
increases the depth of the current vertex (the last palindrome in the tree) by at most one, and searching all possible character edges of a vertex takes O(log{\sigma})
add(x)
, the cost of moving up the tree more than once is 'paid for' by an equal number of calls to add(x)
when moving up the tree did not occur.A palindrome tree takes
O(n)
n+2
n
n+2
If instead of storing only the add edges that exist for each palindrome an array of length
\sigma
O(n+p*\sigma)
O(p*\sigma)
p