问题
Why do we need to append "$" to the original string when we implement a suffix tree?
回答1:
There can be special reasons for appending one (or even more) special characters to the end of the string when specific construction algorithms are used – both in the case of suffix trees and suffix arrays.
However, the most fundamental underlying reason in the case of suffix trees is a combination of two properties of suffix trees:
- Suffix trees are PATRICIA trees, i.e. the edge labels are, unlike the edge labels of tries, strings consisting of one or more characters
- Internal nodes exist only at branching points
This means you can potentially have a situation where one edge label is a prefix of another:
The idea here is that the black node on the right is a leaf node, i.e. a suffix ends here. But if the text has a suffix aa, then the single character a must also be a suffix. But there is no way for us to store the information that a suffix ends after the first a, because aa forms one continuous edge of the tree (property 1 above). We would have to introduce an intermediate node in which we could store the information, like this:
But this would be illegal because of property 2: No inner node must exist unless there is a branching point.
The problem is solved if we can guarantee that the last character of the text is a character that occurs nowhere else in the entire string. The dollar sign is normally used as a symbol for that.
Clearly, if the last character occurs nowhere else, there can't possible be any repetition (such as aa, or even a more complex one like abcabc) at the end of the string, hence the problem of non-branching inner nodes does not occur. In the example above, the effect of putting $ at the end of the string is:
There are three suffixes now: aa$, a$ and $, but none is a prefix of another. Obviously, this means we need to introduce an inner node after all, and there are a total of three leaves now. So, to be sure, the advantage of this is not that we save space or anything becomes more efficient. It's just a way to guarantee the two properties above. These properties are important when we prove certain useful characteristics of suffix trees, including the fact that its number of inner nodes is linear in the length of the string (you could not prove this if non-branching inner nodes were allowed).
This also means that in practice, you might use different ways of dealing with suffixes that are prefixes of other suffixes, and with non-branching inner nodes. For example, if you use the well-known Ukkonen algorithm to construct the tree, you can do that without appending a unique character to the end; you just have to make sure that at the end, after the final iteration, you put non-branching inner nodes to the end of every implicit suffix (i.e. every suffix that ends in the middle of an edge).
Again, there can be further, and very specific reasons for putting $ at the end of text before constructing a suffix tree or array. For example, in construction algorithms for suffix arrays that are based on the DC (difference cover) principle, you must put two $ signs to the end of the string to ensure that even the last character of the string is part of a complete character trigram, as the algorithm is based on trigram sorting. Furthermore, there are specific situations when the unique $ character must be interpreted in a special way. For the Ukkonen construction algorithm, it is sufficient for $ to be unique; for the DC suffix array algorithms it is necessary, in addition to uniqueness, that $ is lexicographically smaller than all other characters, and in the suffix-tree based circular string cutting algorithm (mentioned recently here) it is actually necessary to interpret $ as the lexicographically largest character.
回答2:
I suspect that it for traversing purposes. When you are generating something from the suffix tree you need to know if you at a node where the string finishes or not, if not then you know that you have to keep going. Looking at the longest common substring to which a suffix tree provides a linear time solution, you need the $ sentinels to determine that you've arrived at a node where the string terminates. You can't finish after A-NA.
from Wikipedia
来源：https://stackoverflow.com/questions/13422573/why-do-we-need-a-sentinel-character-in-a-suffix-tree