SlideShare a Scribd company logo
AVL Trees

CENG 213 Data Structures

1
AVL Trees
•
•
•
•

An AVL tree is a binary search tree with a balance condition.
AVL is named for its inventors: Adel’son-Vel’skii and Landis
AVL tree approximates the ideal tree (completely balanced tree).
AVL Tree maintains a height close to the minimum.

Definition:
An AVL tree is a binary search tree such that
for any node in the tree, the height of the left and
right subtrees can differ by at most 1.

CENG 213 Data Structures

2
Figure 19.21
Two binary search trees: (a) an AVL tree; (b) not an AVL tree (unbalanced nodes are
darkened)

CENG 213 Data Structures

3
Figure 19.22
Minimum tree of height H

CENG 213 Data Structures

4
Properties
• The depth of a typical node in an AVL tree is very
close to the optimal log N.
• Consequently, all searching operations in an AVL
tree have logarithmic worst-case bounds.
• An update (insert or remove) in an AVL tree could
destroy the balance. It must then be rebalanced
before the operation can be considered complete.
• After an insertion, only nodes that are on the path
from the insertion point to the root can have their
balances altered.
CENG 213 Data Structures

5
Rebalancing
•

Suppose the node to be rebalanced is X. There are
4 cases that we might have to fix (two are the
mirror images of the other two):
1.
2.
3.
4.

•

An insertion in the left subtree of the left child of X,
An insertion in the right subtree of the left child of X,
An insertion in the left subtree of the right child of X, or
An insertion in the right subtree of the right child of X.

Balance is restored by tree rotations.

CENG 213 Data Structures

6
Balancing Operations: Rotations
• Case 1 and case 4 are symmetric and
requires the same operation for balance.
– Cases 1,4 are handled by single rotation.

• Case 2 and case 3 are symmetric and
requires the same operation for balance.
– Cases 2,3 are handled by double rotation.

CENG 213 Data Structures

7
Single Rotation
• A single rotation switches the roles of the parent
and child while maintaining the search order.
• Single rotation handles the outside cases (i.e. 1
and 4).
• We rotate between a node and its child.
– Child becomes parent. Parent becomes right child in
case 1, left child in case 4.

• The result is a binary search tree that satisfies the
AVL property.
CENG 213 Data Structures

8
Figure 19.23
Single rotation to fix case 1: Rotate right

CENG 213 Data Structures

9
Figure 19.26
Symmetric single rotation to fix case 4 : Rotate left

CENG 213 Data Structures

10
Figure 19.25
Single rotation fixes an AVL tree after insertion of 1.

CENG 213 Data Structures

11
Example
• Start with an empty AVL tree and insert the
items 3,2,1, and then 4 through 7 in
sequential order.
• Answer:
4

2

1

6

3

5

CENG 213 Data Structures

7

12
Analysis
• One rotation suffices to fix cases 1 and 4.
• Single rotation preserves the original height:
– The new height of the entire subtree is exactly the same
as the height of the original subtree before the insertion.

• Therefore it is enough to do rotation only at the
first node, where imbalance exists, on the path
from inserted node to root.
• Thus the rotation takes O(1) time.
• Hence insertion is O(logN)
CENG 213 Data Structures

13
Double Rotation
• Single rotation does not fix the inside cases
(2 and 3).
• These cases require a double rotation,
involving three nodes and four subtrees.

CENG 213 Data Structures

14
Figure 19.28
Single rotation does not fix case 2.

CENG 213 Data Structures

15
Left–right double rotation to fix case 2
Lift this up:
first rotate left between (k1,k2),
then rotate right betwen (k3,k2)

CENG 213 Data Structures

16
Left-Right Double Rotation
• A left-right double rotation is equivalent to
a sequence of two single rotations:
– 1st rotation on the original tree:
a left rotation between X’s left-child and
grandchild
– 2nd rotation on the new tree:
a right rotation between X and its new left
child.

CENG 213 Data Structures

17
Figure 19.30
Double rotation fixes AVL tree after the insertion of 5.

CENG 213 Data Structures

18
Right–Left double rotation to fix case 3.

CENG 213 Data Structures

19
Example
• Insert 16, 15, 14, 13, 12, 11, 10, and 8, and 9 to
the previous tree obtained in the previous single
rotation example.
• Answer:
7
13

4
6

2

1

3

11
9

5
8

15
12

14

16

10

CENG 213 Data Structures

20
Node declaration for AVL trees
template <class Comparable>
class AvlTree;
template <class Comparable>
class AvlNode
{
Comparable element;
AvlNode
*left;
AvlNode
*right;
int
height;
AvlNode( const Comparable & theElement, AvlNode *lt,
AvlNode *rt, int h = 0 )
: element( theElement ), left( lt ), right( rt ),
height( h ) { }
friend class AvlTree<Comparable>;
};
CENG 213 Data Structures

21
Height
template class <Comparable>
int
AvlTree<Comparable>::height( AvlNode<Comparable
> *t) const
{
return t == NULL ? -1 : t->height;
}

CENG 213 Data Structures

22
Single right rotation
/**
* Rotate binary tree node with left child.
* For AVL trees, this is a single rotation for case 1.
* Update heights, then set new root.
*/
template <class Comparable>
void
AvlTree<Comparable>::rotateWithLeftChild( AvlNode<Comparable>
* & k2 ) const
{
AvlNode<Comparable> *k1 = k2->left;
k2->left = k1->right;
k1->right = k2;
k2->height = max( height( k2->left ), height( k2->right ))+1;
k1->height = max( height( k1->left ), k2->height ) + 1;
k2 = k1;
}
CENG 213 Data Structures

23
Double Rotation
/**
* Double rotate binary tree node: first left child.
* with its right child; then node k3 with new left child.
* For AVL trees, this is a double rotation for case 2.
* Update heights, then set new root.
*/
template <class Comparable>
void
AvlTree<Comparable>::doubleWithLeftChild( AvlNode<Compa
rable> * & k3 ) const
{
rotateWithRightChild( k3->left );
rotateWithLeftChild( k3 );
}
CENG 213 Data Structures

24
/* Internal method to insert into a subtree.
* x is the item to insert.
* t is the node that roots the tree.
*/
template <class Comparable>
void AvlTree<Comparable>::insert( const Comparable & x, AvlNode<Comparable> * & t
) const
{
if( t == NULL )
t = new AvlNode<Comparable>( x, NULL, NULL );
else if( x < t->element )
{
insert( x, t->left );
if( height( t->left ) - height( t->right ) == 2 )
if( x < t->left->element )
rotateWithLeftChild( t );
else
doubleWithLeftChild( t );
}
else if( t->element < x )
{
insert( x, t->right );
if( height( t->right ) - height( t->left ) == 2 )
if( t->right->element < x )
rotateWithRightChild( t );
else
doubleWithRightChild( t );
}
else
; // Duplicate; do nothing
t->height = max( height( t->left ), height( t->right ) ) + 1;
}
CENG 213 Data Structures

25
AVL Tree -- Deletion
• Deletion is more complicated.
• We may need more than one rebalance on
the path from deleted node to root.
• Deletion is O(logN)

CENG 213 Data Structures

26
Deletion of a Node
• Deletion of a node x from an AVL tree
requires the same basic ideas, including
single and double rotations, that are used
for insertion.
• With each node of the AVL tree is
associated a balance factor that is left high,
equal or right high according, respectively,
as the left subtree has height greater than,
equal to, or less than that of the right
subtree.
CENG 213 Data Structures

27
Method
1. Reduce the problem to the case when the node x to
be deleted has at most one child.
–

–

If x has two children replace it with its immediate
predecessor y under inorder traversal (the immediate
successor would be just as good)
Delete y from its original position, by proceeding as
follows, using y in place of x in each of the following
steps.

CENG 213 Data Structures

28
Method (cont.)
2.

Delete the node x from the tree.
– We’ll trace the effects of this change on height through all
the nodes on the path from x back to the root.
– We use a Boolean variable shorter to show if the height
of a subtree has been shortened.
– The action to be taken at each node depends on
•
•
•

3.

the value of shorter
balance factor of the node
sometimes the balance factor of a child of the node.

shorter is initially true. The following steps are to be done
for each node p on the path from the parent of x to the root,
provided shorter remains true. When shorter becomes false,
the algorithm terminates.
CENG 213 Data Structures

29
Case 1
4.

Case 1: The current node p has balance factor equal.
– Change the balance factor of p.
– shorter becomes false
−

T1

p

T2



T1

p

• No rotations
• Height unchanged

T2

deleted

CENG 213 Data Structures

30
Case 2
5.

Case 2: The balance factor of p is not equal and the taller
subtree was shortened.
– Change the balance factor of p to equal
– Leave shorter true.
/

T1

p

T2

−

T1

p

• No rotations
• Height reduced

T2

deleted

CENG 213 Data Structures

31
Case 3
6.

Case 3: The balance factor of p is not equal, and the
shorter subtree was shortened.
– Rotation is needed.
– Let q be the root of the taller subtree of p. We have
three cases according to the balance factor of q.

CENG 213 Data Structures

32
Case 3a
7.

Case 3a: The balance factor of q is equal.
– Apply a single rotation
– shorter becomes false.
p



/
−

h-1

deleted

height unchanged

q

p

q



T1

h
h

T2

h

T3

h-1

CENG 213 Data Structures

T1

h

T3

T2

33
Case 3b
8.

Case 3b: The balance factor of q is the same as that of p.
– Apply a single rotation
– Set the balance factors of p and q to equal
– leave shorter as true.
height reduced


p



h-1

p

T1
h-1

deleted

q

T2

h

T3

h-1

CENG 213 Data Structures

T1

q

-

h-1

h

T3

T2

34
Case 3c
9.

Case 3c: The balance factors of p and q are opposite.
– Apply a double rotation
– set the balance factors of the new root to equal
– leave shorter as true.
height reduced


p

/

h-1

q

r

p

q

r

T1

h-1
T2

h-1
or
h-2

T3

T4
h-1

T1

CENG 213 Data Structures

T2

h-1
or
h-2

T4

T3 h-1

35
Example
Delete p.

m
p

e
c

b
a

j
d

k

h
g

n

i

s
o

l

r

u
t

f

CENG 213 Data Structures

36

More Related Content

What's hot

non linear data structure -introduction of tree
non linear data structure -introduction of treenon linear data structure -introduction of tree
non linear data structure -introduction of treeSiddhi Viradiya
 
Decision tree presentation
Decision tree presentationDecision tree presentation
Decision tree presentation
Vijay Yadav
 
Linear search-and-binary-search
Linear search-and-binary-searchLinear search-and-binary-search
Linear search-and-binary-search
International Islamic University
 
One Time Pad Encryption Technique
One Time Pad Encryption TechniqueOne Time Pad Encryption Technique
One Time Pad Encryption Technique
John Adams
 
Chapter 10. Cluster Analysis Basic Concepts and Methods.ppt
Chapter 10. Cluster Analysis Basic Concepts and Methods.pptChapter 10. Cluster Analysis Basic Concepts and Methods.ppt
Chapter 10. Cluster Analysis Basic Concepts and Methods.ppt
Subrata Kumer Paul
 
Rotor machine,subsitution technique
Rotor machine,subsitution techniqueRotor machine,subsitution technique
Rotor machine,subsitution technique
kirupasuchi1996
 
Algorithm: Quick-Sort
Algorithm: Quick-SortAlgorithm: Quick-Sort
Algorithm: Quick-Sort
Tareq Hasan
 
Shellshort ppt
Shellshort pptShellshort ppt
Shellshort ppt
hannatamayao
 
Tree - Data Structure
Tree - Data StructureTree - Data Structure
Tree - Data Structure
Ashim Lamichhane
 
(BDT208) A Technical Introduction to Amazon Elastic MapReduce
(BDT208) A Technical Introduction to Amazon Elastic MapReduce(BDT208) A Technical Introduction to Amazon Elastic MapReduce
(BDT208) A Technical Introduction to Amazon Elastic MapReduce
Amazon Web Services
 
B-Tree
B-TreeB-Tree
What is Stack, Its Operations, Queue, Circular Queue, Priority Queue
What is Stack, Its Operations, Queue, Circular Queue, Priority QueueWhat is Stack, Its Operations, Queue, Circular Queue, Priority Queue
What is Stack, Its Operations, Queue, Circular Queue, Priority Queue
Balwant Gorad
 
Hash Function.pdf
Hash Function.pdfHash Function.pdf
Hash Function.pdf
Santosh Gupta
 
Framming data link layer
Framming data link layerFramming data link layer
Framming data link layer
PREMAL GAJJAR
 

What's hot (18)

Avltrees
AvltreesAvltrees
Avltrees
 
non linear data structure -introduction of tree
non linear data structure -introduction of treenon linear data structure -introduction of tree
non linear data structure -introduction of tree
 
TCP IP Addressing
TCP IP AddressingTCP IP Addressing
TCP IP Addressing
 
Decision tree presentation
Decision tree presentationDecision tree presentation
Decision tree presentation
 
Linear search-and-binary-search
Linear search-and-binary-searchLinear search-and-binary-search
Linear search-and-binary-search
 
One Time Pad Encryption Technique
One Time Pad Encryption TechniqueOne Time Pad Encryption Technique
One Time Pad Encryption Technique
 
Chapter 10. Cluster Analysis Basic Concepts and Methods.ppt
Chapter 10. Cluster Analysis Basic Concepts and Methods.pptChapter 10. Cluster Analysis Basic Concepts and Methods.ppt
Chapter 10. Cluster Analysis Basic Concepts and Methods.ppt
 
Rotor machine,subsitution technique
Rotor machine,subsitution techniqueRotor machine,subsitution technique
Rotor machine,subsitution technique
 
Иванов. Модель Belief-Desire-Intention (BDI)
Иванов. Модель Belief-Desire-Intention (BDI)Иванов. Модель Belief-Desire-Intention (BDI)
Иванов. Модель Belief-Desire-Intention (BDI)
 
Algorithm: Quick-Sort
Algorithm: Quick-SortAlgorithm: Quick-Sort
Algorithm: Quick-Sort
 
Shellshort ppt
Shellshort pptShellshort ppt
Shellshort ppt
 
Tree - Data Structure
Tree - Data StructureTree - Data Structure
Tree - Data Structure
 
(BDT208) A Technical Introduction to Amazon Elastic MapReduce
(BDT208) A Technical Introduction to Amazon Elastic MapReduce(BDT208) A Technical Introduction to Amazon Elastic MapReduce
(BDT208) A Technical Introduction to Amazon Elastic MapReduce
 
B-Tree
B-TreeB-Tree
B-Tree
 
What is Stack, Its Operations, Queue, Circular Queue, Priority Queue
What is Stack, Its Operations, Queue, Circular Queue, Priority QueueWhat is Stack, Its Operations, Queue, Circular Queue, Priority Queue
What is Stack, Its Operations, Queue, Circular Queue, Priority Queue
 
Hash Function.pdf
Hash Function.pdfHash Function.pdf
Hash Function.pdf
 
Heap sort
Heap sortHeap sort
Heap sort
 
Framming data link layer
Framming data link layerFramming data link layer
Framming data link layer
 

Similar to Av ltrees

9 chapter4 trees_avl
9 chapter4 trees_avl9 chapter4 trees_avl
9 chapter4 trees_avl
SSE_AndyLi
 
Avl trees
Avl treesAvl trees
Avl trees
amna izzat
 
Avl tree
Avl treeAvl tree
Avl tree
Van Pham
 
AVL Tree.pptx
AVL Tree.pptxAVL Tree.pptx
AVL Tree.pptx
Trad5
 
AVL_Trees.ppt
AVL_Trees.pptAVL_Trees.ppt
AVL_Trees.ppt
SaqibShigri
 
Avl trees final
Avl trees finalAvl trees final
Avl trees final
PRAKASH RANJAN SINGH
 
avl.ppt
avl.pptavl.ppt
avl.ppt
cotisa2402
 
avl.ppt
avl.pptavl.ppt
avl.ppt
plagcheck
 
Study about AVL Tree & Operations
Study about AVL Tree & OperationsStudy about AVL Tree & Operations
Study about AVL Tree & Operations
Editor IJCTER
 
Lecture 10 - AVL Trees.pdf
Lecture 10 - AVL Trees.pdfLecture 10 - AVL Trees.pdf
Lecture 10 - AVL Trees.pdf
SanghdipUdrake
 
4.10.AVLTrees[1].ppt
4.10.AVLTrees[1].ppt4.10.AVLTrees[1].ppt
4.10.AVLTrees[1].ppt
omkarbhabal
 
Sienna6bst 120411102353-phpapp02
Sienna6bst 120411102353-phpapp02Sienna6bst 120411102353-phpapp02
Sienna6bst 120411102353-phpapp02Getachew Ganfur
 
Avl trees
Avl treesAvl trees
Avl trees
Xad Kuain
 
C++ UNIT4.pptx
C++ UNIT4.pptxC++ UNIT4.pptx
Avl tree ppt
Avl tree pptAvl tree ppt
Avl tree ppt
Surkhab Shelly
 
Binary Search Trees - AVL and Red Black
Binary Search Trees - AVL and Red BlackBinary Search Trees - AVL and Red Black
Binary Search Trees - AVL and Red Black
Amrinder Arora
 
Tree traversal techniques
Tree traversal techniquesTree traversal techniques
Tree traversal techniques
Syed Zaid Irshad
 

Similar to Av ltrees (20)

9 chapter4 trees_avl
9 chapter4 trees_avl9 chapter4 trees_avl
9 chapter4 trees_avl
 
AVL TREE PREPARED BY M V BRAHMANANDA REDDY
AVL TREE PREPARED BY M V BRAHMANANDA REDDYAVL TREE PREPARED BY M V BRAHMANANDA REDDY
AVL TREE PREPARED BY M V BRAHMANANDA REDDY
 
Avl trees
Avl treesAvl trees
Avl trees
 
Avl tree
Avl treeAvl tree
Avl tree
 
AVL Tree.pptx
AVL Tree.pptxAVL Tree.pptx
AVL Tree.pptx
 
AVL_Trees.ppt
AVL_Trees.pptAVL_Trees.ppt
AVL_Trees.ppt
 
Avl trees final
Avl trees finalAvl trees final
Avl trees final
 
avl.ppt
avl.pptavl.ppt
avl.ppt
 
avl.ppt
avl.pptavl.ppt
avl.ppt
 
Study about AVL Tree & Operations
Study about AVL Tree & OperationsStudy about AVL Tree & Operations
Study about AVL Tree & Operations
 
AVL Tree
AVL TreeAVL Tree
AVL Tree
 
Lecture 10 - AVL Trees.pdf
Lecture 10 - AVL Trees.pdfLecture 10 - AVL Trees.pdf
Lecture 10 - AVL Trees.pdf
 
4.10.AVLTrees[1].ppt
4.10.AVLTrees[1].ppt4.10.AVLTrees[1].ppt
4.10.AVLTrees[1].ppt
 
Sienna6bst 120411102353-phpapp02
Sienna6bst 120411102353-phpapp02Sienna6bst 120411102353-phpapp02
Sienna6bst 120411102353-phpapp02
 
Avl trees
Avl treesAvl trees
Avl trees
 
C++ UNIT4.pptx
C++ UNIT4.pptxC++ UNIT4.pptx
C++ UNIT4.pptx
 
Avl tree
Avl treeAvl tree
Avl tree
 
Avl tree ppt
Avl tree pptAvl tree ppt
Avl tree ppt
 
Binary Search Trees - AVL and Red Black
Binary Search Trees - AVL and Red BlackBinary Search Trees - AVL and Red Black
Binary Search Trees - AVL and Red Black
 
Tree traversal techniques
Tree traversal techniquesTree traversal techniques
Tree traversal techniques
 

Recently uploaded

RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
BBPMedia1
 
ModelingMarketingStrategiesMKS.CollumbiaUniversitypdf
ModelingMarketingStrategiesMKS.CollumbiaUniversitypdfModelingMarketingStrategiesMKS.CollumbiaUniversitypdf
ModelingMarketingStrategiesMKS.CollumbiaUniversitypdf
fisherameliaisabella
 
What is the TDS Return Filing Due Date for FY 2024-25.pdf
What is the TDS Return Filing Due Date for FY 2024-25.pdfWhat is the TDS Return Filing Due Date for FY 2024-25.pdf
What is the TDS Return Filing Due Date for FY 2024-25.pdf
seoforlegalpillers
 
The effects of customers service quality and online reviews on customer loyal...
The effects of customers service quality and online reviews on customer loyal...The effects of customers service quality and online reviews on customer loyal...
The effects of customers service quality and online reviews on customer loyal...
balatucanapplelovely
 
BeMetals Presentation_May_22_2024 .pdf
BeMetals Presentation_May_22_2024   .pdfBeMetals Presentation_May_22_2024   .pdf
BeMetals Presentation_May_22_2024 .pdf
DerekIwanaka1
 
Improving profitability for small business
Improving profitability for small businessImproving profitability for small business
Improving profitability for small business
Ben Wann
 
Maksym Vyshnivetskyi: PMO Quality Management (UA)
Maksym Vyshnivetskyi: PMO Quality Management (UA)Maksym Vyshnivetskyi: PMO Quality Management (UA)
Maksym Vyshnivetskyi: PMO Quality Management (UA)
Lviv Startup Club
 
Tata Group Dials Taiwan for Its Chipmaking Ambition in Gujarat’s Dholera
Tata Group Dials Taiwan for Its Chipmaking Ambition in Gujarat’s DholeraTata Group Dials Taiwan for Its Chipmaking Ambition in Gujarat’s Dholera
Tata Group Dials Taiwan for Its Chipmaking Ambition in Gujarat’s Dholera
Avirahi City Dholera
 
What are the main advantages of using HR recruiter services.pdf
What are the main advantages of using HR recruiter services.pdfWhat are the main advantages of using HR recruiter services.pdf
What are the main advantages of using HR recruiter services.pdf
HumanResourceDimensi1
 
Digital Transformation and IT Strategy Toolkit and Templates
Digital Transformation and IT Strategy Toolkit and TemplatesDigital Transformation and IT Strategy Toolkit and Templates
Digital Transformation and IT Strategy Toolkit and Templates
Aurelien Domont, MBA
 
April 2024 Nostalgia Products Newsletter
April 2024 Nostalgia Products NewsletterApril 2024 Nostalgia Products Newsletter
April 2024 Nostalgia Products Newsletter
NathanBaughman3
 
Brand Analysis for an artist named Struan
Brand Analysis for an artist named StruanBrand Analysis for an artist named Struan
Brand Analysis for an artist named Struan
sarahvanessa51503
 
Discover the innovative and creative projects that highlight my journey throu...
Discover the innovative and creative projects that highlight my journey throu...Discover the innovative and creative projects that highlight my journey throu...
Discover the innovative and creative projects that highlight my journey throu...
dylandmeas
 
Unveiling the Secrets How Does Generative AI Work.pdf
Unveiling the Secrets How Does Generative AI Work.pdfUnveiling the Secrets How Does Generative AI Work.pdf
Unveiling the Secrets How Does Generative AI Work.pdf
Sam H
 
Project File Report BBA 6th semester.pdf
Project File Report BBA 6th semester.pdfProject File Report BBA 6th semester.pdf
Project File Report BBA 6th semester.pdf
RajPriye
 
Meas_Dylan_DMBS_PB1_2024-05XX_Revised.pdf
Meas_Dylan_DMBS_PB1_2024-05XX_Revised.pdfMeas_Dylan_DMBS_PB1_2024-05XX_Revised.pdf
Meas_Dylan_DMBS_PB1_2024-05XX_Revised.pdf
dylandmeas
 
Exploring Patterns of Connection with Social Dreaming
Exploring Patterns of Connection with Social DreamingExploring Patterns of Connection with Social Dreaming
Exploring Patterns of Connection with Social Dreaming
Nicola Wreford-Howard
 
Kseniya Leshchenko: Shared development support service model as the way to ma...
Kseniya Leshchenko: Shared development support service model as the way to ma...Kseniya Leshchenko: Shared development support service model as the way to ma...
Kseniya Leshchenko: Shared development support service model as the way to ma...
Lviv Startup Club
 
ENTREPRENEURSHIP TRAINING.ppt for graduating class (1).ppt
ENTREPRENEURSHIP TRAINING.ppt for graduating class (1).pptENTREPRENEURSHIP TRAINING.ppt for graduating class (1).ppt
ENTREPRENEURSHIP TRAINING.ppt for graduating class (1).ppt
zechu97
 
Sustainability: Balancing the Environment, Equity & Economy
Sustainability: Balancing the Environment, Equity & EconomySustainability: Balancing the Environment, Equity & Economy
Sustainability: Balancing the Environment, Equity & Economy
Operational Excellence Consulting
 

Recently uploaded (20)

RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
 
ModelingMarketingStrategiesMKS.CollumbiaUniversitypdf
ModelingMarketingStrategiesMKS.CollumbiaUniversitypdfModelingMarketingStrategiesMKS.CollumbiaUniversitypdf
ModelingMarketingStrategiesMKS.CollumbiaUniversitypdf
 
What is the TDS Return Filing Due Date for FY 2024-25.pdf
What is the TDS Return Filing Due Date for FY 2024-25.pdfWhat is the TDS Return Filing Due Date for FY 2024-25.pdf
What is the TDS Return Filing Due Date for FY 2024-25.pdf
 
The effects of customers service quality and online reviews on customer loyal...
The effects of customers service quality and online reviews on customer loyal...The effects of customers service quality and online reviews on customer loyal...
The effects of customers service quality and online reviews on customer loyal...
 
BeMetals Presentation_May_22_2024 .pdf
BeMetals Presentation_May_22_2024   .pdfBeMetals Presentation_May_22_2024   .pdf
BeMetals Presentation_May_22_2024 .pdf
 
Improving profitability for small business
Improving profitability for small businessImproving profitability for small business
Improving profitability for small business
 
Maksym Vyshnivetskyi: PMO Quality Management (UA)
Maksym Vyshnivetskyi: PMO Quality Management (UA)Maksym Vyshnivetskyi: PMO Quality Management (UA)
Maksym Vyshnivetskyi: PMO Quality Management (UA)
 
Tata Group Dials Taiwan for Its Chipmaking Ambition in Gujarat’s Dholera
Tata Group Dials Taiwan for Its Chipmaking Ambition in Gujarat’s DholeraTata Group Dials Taiwan for Its Chipmaking Ambition in Gujarat’s Dholera
Tata Group Dials Taiwan for Its Chipmaking Ambition in Gujarat’s Dholera
 
What are the main advantages of using HR recruiter services.pdf
What are the main advantages of using HR recruiter services.pdfWhat are the main advantages of using HR recruiter services.pdf
What are the main advantages of using HR recruiter services.pdf
 
Digital Transformation and IT Strategy Toolkit and Templates
Digital Transformation and IT Strategy Toolkit and TemplatesDigital Transformation and IT Strategy Toolkit and Templates
Digital Transformation and IT Strategy Toolkit and Templates
 
April 2024 Nostalgia Products Newsletter
April 2024 Nostalgia Products NewsletterApril 2024 Nostalgia Products Newsletter
April 2024 Nostalgia Products Newsletter
 
Brand Analysis for an artist named Struan
Brand Analysis for an artist named StruanBrand Analysis for an artist named Struan
Brand Analysis for an artist named Struan
 
Discover the innovative and creative projects that highlight my journey throu...
Discover the innovative and creative projects that highlight my journey throu...Discover the innovative and creative projects that highlight my journey throu...
Discover the innovative and creative projects that highlight my journey throu...
 
Unveiling the Secrets How Does Generative AI Work.pdf
Unveiling the Secrets How Does Generative AI Work.pdfUnveiling the Secrets How Does Generative AI Work.pdf
Unveiling the Secrets How Does Generative AI Work.pdf
 
Project File Report BBA 6th semester.pdf
Project File Report BBA 6th semester.pdfProject File Report BBA 6th semester.pdf
Project File Report BBA 6th semester.pdf
 
Meas_Dylan_DMBS_PB1_2024-05XX_Revised.pdf
Meas_Dylan_DMBS_PB1_2024-05XX_Revised.pdfMeas_Dylan_DMBS_PB1_2024-05XX_Revised.pdf
Meas_Dylan_DMBS_PB1_2024-05XX_Revised.pdf
 
Exploring Patterns of Connection with Social Dreaming
Exploring Patterns of Connection with Social DreamingExploring Patterns of Connection with Social Dreaming
Exploring Patterns of Connection with Social Dreaming
 
Kseniya Leshchenko: Shared development support service model as the way to ma...
Kseniya Leshchenko: Shared development support service model as the way to ma...Kseniya Leshchenko: Shared development support service model as the way to ma...
Kseniya Leshchenko: Shared development support service model as the way to ma...
 
ENTREPRENEURSHIP TRAINING.ppt for graduating class (1).ppt
ENTREPRENEURSHIP TRAINING.ppt for graduating class (1).pptENTREPRENEURSHIP TRAINING.ppt for graduating class (1).ppt
ENTREPRENEURSHIP TRAINING.ppt for graduating class (1).ppt
 
Sustainability: Balancing the Environment, Equity & Economy
Sustainability: Balancing the Environment, Equity & EconomySustainability: Balancing the Environment, Equity & Economy
Sustainability: Balancing the Environment, Equity & Economy
 

Av ltrees

  • 1. AVL Trees CENG 213 Data Structures 1
  • 2. AVL Trees • • • • An AVL tree is a binary search tree with a balance condition. AVL is named for its inventors: Adel’son-Vel’skii and Landis AVL tree approximates the ideal tree (completely balanced tree). AVL Tree maintains a height close to the minimum. Definition: An AVL tree is a binary search tree such that for any node in the tree, the height of the left and right subtrees can differ by at most 1. CENG 213 Data Structures 2
  • 3. Figure 19.21 Two binary search trees: (a) an AVL tree; (b) not an AVL tree (unbalanced nodes are darkened) CENG 213 Data Structures 3
  • 4. Figure 19.22 Minimum tree of height H CENG 213 Data Structures 4
  • 5. Properties • The depth of a typical node in an AVL tree is very close to the optimal log N. • Consequently, all searching operations in an AVL tree have logarithmic worst-case bounds. • An update (insert or remove) in an AVL tree could destroy the balance. It must then be rebalanced before the operation can be considered complete. • After an insertion, only nodes that are on the path from the insertion point to the root can have their balances altered. CENG 213 Data Structures 5
  • 6. Rebalancing • Suppose the node to be rebalanced is X. There are 4 cases that we might have to fix (two are the mirror images of the other two): 1. 2. 3. 4. • An insertion in the left subtree of the left child of X, An insertion in the right subtree of the left child of X, An insertion in the left subtree of the right child of X, or An insertion in the right subtree of the right child of X. Balance is restored by tree rotations. CENG 213 Data Structures 6
  • 7. Balancing Operations: Rotations • Case 1 and case 4 are symmetric and requires the same operation for balance. – Cases 1,4 are handled by single rotation. • Case 2 and case 3 are symmetric and requires the same operation for balance. – Cases 2,3 are handled by double rotation. CENG 213 Data Structures 7
  • 8. Single Rotation • A single rotation switches the roles of the parent and child while maintaining the search order. • Single rotation handles the outside cases (i.e. 1 and 4). • We rotate between a node and its child. – Child becomes parent. Parent becomes right child in case 1, left child in case 4. • The result is a binary search tree that satisfies the AVL property. CENG 213 Data Structures 8
  • 9. Figure 19.23 Single rotation to fix case 1: Rotate right CENG 213 Data Structures 9
  • 10. Figure 19.26 Symmetric single rotation to fix case 4 : Rotate left CENG 213 Data Structures 10
  • 11. Figure 19.25 Single rotation fixes an AVL tree after insertion of 1. CENG 213 Data Structures 11
  • 12. Example • Start with an empty AVL tree and insert the items 3,2,1, and then 4 through 7 in sequential order. • Answer: 4 2 1 6 3 5 CENG 213 Data Structures 7 12
  • 13. Analysis • One rotation suffices to fix cases 1 and 4. • Single rotation preserves the original height: – The new height of the entire subtree is exactly the same as the height of the original subtree before the insertion. • Therefore it is enough to do rotation only at the first node, where imbalance exists, on the path from inserted node to root. • Thus the rotation takes O(1) time. • Hence insertion is O(logN) CENG 213 Data Structures 13
  • 14. Double Rotation • Single rotation does not fix the inside cases (2 and 3). • These cases require a double rotation, involving three nodes and four subtrees. CENG 213 Data Structures 14
  • 15. Figure 19.28 Single rotation does not fix case 2. CENG 213 Data Structures 15
  • 16. Left–right double rotation to fix case 2 Lift this up: first rotate left between (k1,k2), then rotate right betwen (k3,k2) CENG 213 Data Structures 16
  • 17. Left-Right Double Rotation • A left-right double rotation is equivalent to a sequence of two single rotations: – 1st rotation on the original tree: a left rotation between X’s left-child and grandchild – 2nd rotation on the new tree: a right rotation between X and its new left child. CENG 213 Data Structures 17
  • 18. Figure 19.30 Double rotation fixes AVL tree after the insertion of 5. CENG 213 Data Structures 18
  • 19. Right–Left double rotation to fix case 3. CENG 213 Data Structures 19
  • 20. Example • Insert 16, 15, 14, 13, 12, 11, 10, and 8, and 9 to the previous tree obtained in the previous single rotation example. • Answer: 7 13 4 6 2 1 3 11 9 5 8 15 12 14 16 10 CENG 213 Data Structures 20
  • 21. Node declaration for AVL trees template <class Comparable> class AvlTree; template <class Comparable> class AvlNode { Comparable element; AvlNode *left; AvlNode *right; int height; AvlNode( const Comparable & theElement, AvlNode *lt, AvlNode *rt, int h = 0 ) : element( theElement ), left( lt ), right( rt ), height( h ) { } friend class AvlTree<Comparable>; }; CENG 213 Data Structures 21
  • 22. Height template class <Comparable> int AvlTree<Comparable>::height( AvlNode<Comparable > *t) const { return t == NULL ? -1 : t->height; } CENG 213 Data Structures 22
  • 23. Single right rotation /** * Rotate binary tree node with left child. * For AVL trees, this is a single rotation for case 1. * Update heights, then set new root. */ template <class Comparable> void AvlTree<Comparable>::rotateWithLeftChild( AvlNode<Comparable> * & k2 ) const { AvlNode<Comparable> *k1 = k2->left; k2->left = k1->right; k1->right = k2; k2->height = max( height( k2->left ), height( k2->right ))+1; k1->height = max( height( k1->left ), k2->height ) + 1; k2 = k1; } CENG 213 Data Structures 23
  • 24. Double Rotation /** * Double rotate binary tree node: first left child. * with its right child; then node k3 with new left child. * For AVL trees, this is a double rotation for case 2. * Update heights, then set new root. */ template <class Comparable> void AvlTree<Comparable>::doubleWithLeftChild( AvlNode<Compa rable> * & k3 ) const { rotateWithRightChild( k3->left ); rotateWithLeftChild( k3 ); } CENG 213 Data Structures 24
  • 25. /* Internal method to insert into a subtree. * x is the item to insert. * t is the node that roots the tree. */ template <class Comparable> void AvlTree<Comparable>::insert( const Comparable & x, AvlNode<Comparable> * & t ) const { if( t == NULL ) t = new AvlNode<Comparable>( x, NULL, NULL ); else if( x < t->element ) { insert( x, t->left ); if( height( t->left ) - height( t->right ) == 2 ) if( x < t->left->element ) rotateWithLeftChild( t ); else doubleWithLeftChild( t ); } else if( t->element < x ) { insert( x, t->right ); if( height( t->right ) - height( t->left ) == 2 ) if( t->right->element < x ) rotateWithRightChild( t ); else doubleWithRightChild( t ); } else ; // Duplicate; do nothing t->height = max( height( t->left ), height( t->right ) ) + 1; } CENG 213 Data Structures 25
  • 26. AVL Tree -- Deletion • Deletion is more complicated. • We may need more than one rebalance on the path from deleted node to root. • Deletion is O(logN) CENG 213 Data Structures 26
  • 27. Deletion of a Node • Deletion of a node x from an AVL tree requires the same basic ideas, including single and double rotations, that are used for insertion. • With each node of the AVL tree is associated a balance factor that is left high, equal or right high according, respectively, as the left subtree has height greater than, equal to, or less than that of the right subtree. CENG 213 Data Structures 27
  • 28. Method 1. Reduce the problem to the case when the node x to be deleted has at most one child. – – If x has two children replace it with its immediate predecessor y under inorder traversal (the immediate successor would be just as good) Delete y from its original position, by proceeding as follows, using y in place of x in each of the following steps. CENG 213 Data Structures 28
  • 29. Method (cont.) 2. Delete the node x from the tree. – We’ll trace the effects of this change on height through all the nodes on the path from x back to the root. – We use a Boolean variable shorter to show if the height of a subtree has been shortened. – The action to be taken at each node depends on • • • 3. the value of shorter balance factor of the node sometimes the balance factor of a child of the node. shorter is initially true. The following steps are to be done for each node p on the path from the parent of x to the root, provided shorter remains true. When shorter becomes false, the algorithm terminates. CENG 213 Data Structures 29
  • 30. Case 1 4. Case 1: The current node p has balance factor equal. – Change the balance factor of p. – shorter becomes false − T1 p T2 T1 p • No rotations • Height unchanged T2 deleted CENG 213 Data Structures 30
  • 31. Case 2 5. Case 2: The balance factor of p is not equal and the taller subtree was shortened. – Change the balance factor of p to equal – Leave shorter true. / T1 p T2 − T1 p • No rotations • Height reduced T2 deleted CENG 213 Data Structures 31
  • 32. Case 3 6. Case 3: The balance factor of p is not equal, and the shorter subtree was shortened. – Rotation is needed. – Let q be the root of the taller subtree of p. We have three cases according to the balance factor of q. CENG 213 Data Structures 32
  • 33. Case 3a 7. Case 3a: The balance factor of q is equal. – Apply a single rotation – shorter becomes false. p / − h-1 deleted height unchanged q p q T1 h h T2 h T3 h-1 CENG 213 Data Structures T1 h T3 T2 33
  • 34. Case 3b 8. Case 3b: The balance factor of q is the same as that of p. – Apply a single rotation – Set the balance factors of p and q to equal – leave shorter as true. height reduced p h-1 p T1 h-1 deleted q T2 h T3 h-1 CENG 213 Data Structures T1 q - h-1 h T3 T2 34
  • 35. Case 3c 9. Case 3c: The balance factors of p and q are opposite. – Apply a double rotation – set the balance factors of the new root to equal – leave shorter as true. height reduced p / h-1 q r p q r T1 h-1 T2 h-1 or h-2 T3 T4 h-1 T1 CENG 213 Data Structures T2 h-1 or h-2 T4 T3 h-1 35