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Multilevel Index in form of B trees.
Hashing
Dr. Hussien M.
Sharaf
2
Dr. Hussien M.
Sharaf
3
When an Index gets very big, it can not
be stored in RAM.
It should be stored on file, hence another
level of index that can be loaded into
memory is required.
Hence we need multilevel of indexing.
Dr. Hussien M.
Sharaf
4
B-tree
Allows searches, insertions, and deletions in
O(Log n) .
The B-tree is a generalization of a binary search
tree.
A Btree of order m is where each node contains (m)
keys and (m+1) pointers for children.
It is a balanced tree.
Each node is a sorted index of keys.
Dr. Hussien M.
Sharaf
5
B-tree Example
Dr. Hussien M.
Sharaf
6
Adding Records to a B Tree
If global root still have empty slots then place the
new record in sorted position in the appropriate
root node.
Dr. Hussien M.
Sharaf
7
Adding Records to a B Tree
If current node is full then:
1. Split the leaf node.
2. Place median key in the parent node in sorted order.
3. Records with keys < middle key go to the left leaf
node.
4. Records with keys >= middle key go to the right leaf
node.
Dr. Hussien M.
Sharaf
8
Adding Records to a B Tree
If parent node is full then:
1. Split the parent node.
2. keys < middle key go to the left parent node.
3. key s >= middle key go to the right parent node.
4. The median key goes to the next (higher level)
index.
5. IF the next level index node is full, continue
splitting the index nodes.
Dr. Hussien M.
Sharaf
9
Example for order = 4
Dr. Hussien M.
Sharaf
10
Inserting X
Dr. Hussien M.
Sharaf
11
Inserting X
Dr. Hussien M.
Sharaf
12
Example of Insertions
Dr. Hussien M.
Sharaf
13
Example for order = 4
Dr. Hussien M.
Sharaf
14
Example for order = 4
Dr. Hussien M.
Sharaf
15
Example for order = 4
Dr. Hussien M.
Sharaf
16
Example for order = 4
Dr. Hussien M.
Sharaf
17
Example for order = 4
Dr. Hussien M.
Sharaf
18
Example for order = 4
Dr. Hussien M.
Sharaf
19
Example for order = 4
Dr. Hussien M.
Sharaf
20
Example for order = 4
Dr. Hussien M.
Sharaf
21
Example for order = 4
Dr. Hussien M.
Sharaf
22
Example for order = 4
Dr. Hussien M.
Sharaf
23
Properties of B trees
Dr. Hussien M. Sharaf 24
A hash table is an effective data structure for
implementing dictionaries.
A dictionary is an abstract data type composed
of a collection of (key,value) pairs, such that
each possible key appears at most once in the
collection.
Dr. Hussien M. Sharaf 25
A hash table uses a hash function as an
algorithm to map identifying values, known
as keys (e.g., a person's name), to their
associated values (e.g., their telephone
number).
Dr. Hussien M. Sharaf 26
1. Direct-Address tables.
2. Hash tables.
3. Hash functions.
4. Open addressing.
5. Perfect hashing.
Dr. Hussien M. Sharaf 27
CS215 - Lec 10   b trees and hashing

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CS215 - Lec 10 b trees and hashing