Math Problem Statement
A B-tree of order 4 is built from scratch by 10 successive insertions. What is the maximum number of node splitting operations that may take place?
Question 3Answer
a.
4
b.
3
c.
5
d.
6
Solution
A B-tree of order 4 means that each node can have a maximum of 4 children and, hence, up to 3 keys. When building a B-tree from scratch and inserting keys successively, splitting occurs when a node becomes full (contains 3 keys) and a new key needs to be inserted.
Let’s work through the problem to determine the maximum number of splits that could occur.
Step-by-Step Analysis:
- First Node: Initially, the B-tree is empty. The first 3 insertions will fill the root node without any splits.
- Splitting the Root: When the 4th key is inserted, the root becomes full, and we split it, creating two child nodes. This is the first split.
- Subsequent Insertions: After splitting the root, further insertions can fill up the child nodes. Once a child node reaches 3 keys, it will need to split as well.
- Cascading Splits: When a child node splits, if the parent node is also full, this can cause a split in the parent as well. Therefore, splits can propagate upwards to higher levels.
Maximum Scenario:
- The root will split once, and then there could be cascading splits if the child nodes keep filling up.
- In the worst-case scenario, every time a split happens, the number of nodes increases, but no unnecessary rearrangements occur that would avoid further splits.
- To find the maximum number of splits, we can observe that at most logarithmic depth of splits occurs as the tree grows, particularly in the first few levels.
Conclusion:
The maximum number of node splits in this case, considering the B-tree of order 4 and 10 insertions, is 3.
Thus, the correct answer is:
b. 3
Would you like any further explanation on how B-trees handle splitting or how this problem works? Here are some related questions:
- What is the structure of a B-tree of order 4?
- How does the process of node splitting work in a B-tree?
- Why does splitting propagate upwards in a B-tree?
- How does the insertion process differ in B-trees of higher or lower orders?
- What are the advantages of using a B-tree for database indexing?
Tip: In B-trees, keeping track of key counts and how they propagate during insertions is essential for understanding their efficiency in storing large data sets.
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Math Problem Analysis
Mathematical Concepts
Data Structures
B-tree
Node Splitting
Formulas
-
Theorems
B-tree Properties
B-tree Splitting Rule
Suitable Grade Level
University Level (Undergraduate Computer Science)