
Problem Statement
Serialization of a binary tree can be efficiently done using preorder traversal, wherein a non-null node is serialized by recording its value and a null node by using a sentinel, often represented as '#'
. Provided with a string of comma-separated values denoted as preorder
, which purportedly represents a serialized binary tree in preorder format, the task is to ascertain whether the string could represent a valid binary tree serialized in the preorder traversal methodology. Each item in this string is strictly an integer or the character '#'
. The formulation guarantees that the input format eliminates a sequence of consecutive commas. The challenge is to compute the validity of the serialization without reconstructing the binary tree itself.
Examples
Example 1
Input:
preorder = "9,3,4,#,#,1,#,#,2,#,6,#,#"
Output:
true
Example 2
Input:
preorder = "1,#"
Output:
false
Example 3
Input:
preorder = "9,#,#,1"
Output:
false
Constraints
1 <= preorder.length <= 104
preorder
consist of integers in the range[0, 100]
and'#'
separated by commas','
.
Approach and Intuition
The validation of a serialized binary tree in preorder format revolves primarily around understanding the structure of binary trees and utilization of a stack to simulate the insertion of elements:
Understanding Nodes and Null Indicators:
- In a correctly serialized preorder traversal of a binary tree, every real node should have exactly two children, which could be either real nodes or null (represented as
'#'
).
- In a correctly serialized preorder traversal of a binary tree, every real node should have exactly two children, which could be either real nodes or null (represented as
Using a Stack or Counters:
- We could use a stack or a simple counter to keep track of the requirements of leaf nodes or null indicators. Initially, we expect one root node node. As we process the input, whenever we encounter a node, it increases the expectations of two more child nodes (or nulls). A null node, on the other hand, resolves one expectation without creating new ones as it signifies the end of a branch.
Step-by-Step Process:
- Start by setting an
expectation
count to 1, expecting one root node. - As iterating over
preorder
:- For each non-null node value, decrement the
expectation
by one (since it fulfills one expectation), and add two (setting expectation for its two children). - For a null (
'#'
), merely decrement theexpectation
by one. - If at any point, the
expectation
drops to zero before the end of the string, more nodes are in the string than required which violates the tree structure. - Conversely, if there are expectations left unmet at the end of the string (non-zero value), it indicates missing nodes.
- For each non-null node value, decrement the
- Start by setting an
Validation Point:
- The sequence is valid if and only if, by the end of the preprocessing, the
expectation
is exactly zero, implying that every expected node or null placeholder was perfectly matched.
- The sequence is valid if and only if, by the end of the preprocessing, the
By habituating to this logical traversal and utilizing either a counter for node expectations or employing a stack mechanism, the serialized string can be validated against the standard principles of binary tree structure in a preorder traversal context.
Solutions
- Java
class Solution {
public boolean checkValidSerialization(String preorder) {
int availableSlots = 1;
int length = preorder.length();
for(int index = 0; index < length; ++index) {
if (preorder.charAt(index) == ',') {
--availableSlots;
if (availableSlots < 0) return false;
if (preorder.charAt(index - 1) != '#') availableSlots += 2;
}
}
availableSlots = (preorder.charAt(length - 1) == '#') ? availableSlots - 1 : availableSlots + 1;
return availableSlots == 0;
}
}
The provided Java program checks if the given preorder serialization of a binary tree is valid. Here's a breakdown of how the algorithm functions:
- Initialize
availableSlots
to 1. This variable tracks the number of nodes that can be placed in the tree. - Loop through each character in the
preorder
string:- On encountering a comma, decrease
availableSlots
by 1 because the current node has consumed one slot. - If
availableSlots
becomes negative at any point after processing a comma, the serialization is immediately deemed invalid and the function returnsfalse
. - If the character before the comma is not a
#
(indicating it's a non-null node), increaseavailableSlots
by 2. This is because a non-null node adds two more slots for its children.
- On encountering a comma, decrease
- After the loop, adjust
availableSlots
for the last node. If it's#
, decrease by 1; if it's not, increase by 1. - The serialization is considered valid if, and only if,
availableSlots
equals 0 at the end of the sequence.
Keep the following key aspects in mind:
- This logic effectively simulates the addition of nodes to an implicit binary tree, maintaining a count of how many more nodes are permissible for the tree to remain valid.
- The key concept driving the validation is that a non-null node not only occupies a slot but also creates new slots for future child nodes.
This solution efficiently assesses the validity of the serialization with a single pass through the input string, maintaining a constant space usage relative to the input size.
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