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DATASTRUCTURE
DATRUCTURE IS THE WAY OF
ORGANIZING ALL DATA ITEMS IN
ORDER THAT NOT ONLY ELEMENTS
TO BE STORED BUT ALSO THE
RELATION BETWEEN THE ELEMENTS
INTRODUCTION
 Data structure:-A data structure is a
logical representation of data and
operation that can be performed on
the data.
1)linear data structure
2)Non linear data structure
 Linear data structure is an order of
data elements. They are arrays,
stacks, queues, and linked lists.
Linked list :- linked list is a linear data
structure. It contains nodes. Each node
contains two parts, i.e. DATA part and
LINK part.
 The data contains elements and
 Link contains address of another node.
LIMITATIONS OF ARRAYS
 Arrays are simple to understand and
elements of an array are easily
accessible
 But arrays have some limitations.
 Arrays have a fixed dimension.
 Once the size of an array is decided it
can not be increased or decreased
during education.
 Array elements are always stored in
contiguous memory locations.
 Operations like insertion or deletion of
the array are pretty tedious.
 To over come this limitations we use
linked list.
LINKED LISTS
 Linked list is a collection of elements called
nodes.
 Each node contains two parts. they are
data part and link part.
Node
data link
200 100
400
• The above figure shows the example of
marks obtained by different students
can be stored in a linked list
• Here N-stands for NULL.
• Null indicates the end of the node.
14 100 30 400 42 N
WHAT ARE LINKED LISTS
 A linked list is a linear data
structure.
 Nodes make up linked lists.
 Nodes are structures made
up of data and a pointer to
another node.
 Usually the pointer is called
next.
What is Linked List?
A linked list is a collection of nodes with various fields
It contains data field and Address field or Link field
Info field Link Field/
Address Field
Pointer to the
first node
ARRAYS VS LINKED LISTS
Arrays Linked list
Fixed size: Resizing is expensive Dynamic size
Insertions and Deletions are inefficient:
Elements are usually shifted
Insertions and Deletions are efficient: No
shifting
Random access i.e., efficient indexing No random access
 Not suitable for operations requiring
accessing elements by index such as sorting
No memory waste if the array is full or almost
full; otherwise may result in much memory
waste.
Since memory is allocated dynamically(acc. to
our need) there is no waste of memory.
Sequential access is faster [Reason: Elements in
contiguous memory locations]
Sequential access is slow [Reason: Elements not
in contiguous memory locations]
TYPES OF LINKED LISTS
1. Single linked list
2. Double linked list
3. Circular linked list
4. Circular double linked list
SINGLE LINKED LIST :-
• A single linked list is one in which all
nodes are linked together in some
sequential manner.
• CIRCULAR LINKED LIST :-
• A circular linked list is one which has
no beginning and no ending. The null
pointer in the last node of a linked list
is replaced with the address of its first
node such a list is called circular linked
list.
Graphical Representation
10
1000
1000
2000
2000
15 NULL
20
4000
Singly Linked List
First
Graphical Representation
10
1000
1000
2000
2000
15 4000
20
4000
Circular Singly Linked List
Last node contains the address of the first node
First
SINGLE LINKED LIST :
Start
CIRCULAR LINKED LIST:-
400 100 200
35 N
60 200
45 100
60 200 35 400
45 100
500
Inserting a new node :
Before inserting:
400 100 200
After inserting:
400 100
200
20 N
35 200
14 100
20 N
35 200
30 100
75 400
Delete a node from the list:
before deletion:
200 400 300 500
after deletion :
200 300 500
46 500
48 300
35 400 30 N
30 N
46 500
35 300
 In circular linked list we have three
functions. They are
• addcirq( )
• delcirq( )
• cirq_display( )
addcirq( ) :-
This function accepts three
parameters.
 First parameter receives the address
of the first node.
 The second parameter receives the
address of the pointer to the last node.
Delcirq( ) :-
This function receives two parameters.
 The first parameter is the pointer to the
front node.
 The second is the pointer to the rear.
front rear
10 5
16
17
.
DOUBLE LINKED LIST :-
A single linked list has some
disadvantages
• That it can traverse it in one direction.
• Many applications require searching
backword and forword travelling
sections of a list
• A two way list is a linear collection of
data elements called nodes.
• When each node is divided into three
parts. They are two link parts and one
data part.
node
prev data next
Doubly Linked list
Contains the address of previous node and
next node
NULL
2000 3000
1000
10 15 20
2000 1000 2000 NULL
3000
First
Inserting a new node :
Before insertion:-
200 100 400
After insertion:-
100 40 N
200 20 400
N 11 100
100 40 N
400 25 100
N 11 100 200 20 400
Delete a node from the list:
Before deletion:-
600 200 400
After deletion:-
200 400
200 4 N
600 11 400
N 5 200
N 11 400 200 4 N
Circular Doubly Linked list
Contains the address of first node and last
node
3000
2000 3000
1000
10 15 20
2000 1000 2000 1000
3000
First
REVERSING THE LINKS :
Reversing means the last node
becomes the first node and the first
becomes the last.
5 17 N
3
23
17
3
23
5 N
23
3
17
5
MERGING OF LINKED LIST :
• suppose we have two linked lists.
• That are pointed to two independent
pointers. We have to merge the two
links into a third list.
• By using this merge ( ) to ensure that
those elements which are common to
both the lists occur only once in the
third list.
9 12 14 N
12 17 24 N
9 12 14 17 24
N
SORTING OF A LINKED LIST :
• Sorting means to arrange the elements
either in ascending or descending
order.
• To sort the elements of a linked list we
use any of the standard sorting
algorithms for carrying out the sorting.
• While performing the sorting, when it is
time to exchange two elements, we
can adopt any of the following two
strategies.
1)Exchange the data part of the two
nodes, keeping the links intact.
8 N
4
3
2
3 N
4
8
2
2) Keep the data in the nodes intact.
Simply readjust the links such that
effectively the order of the nodes
changes
200 400 500 600
11 N
4 40
0
8 60
0
2 50
0
11 N
4 600
8 500
2 400
RECURSIVE OPERATIONS ON LINKED
LIST :
 A function called by itself known as
recursion.
 If a statement within the body of a
function calls the same function.
 Some of the operations that are carried
out on linked list can be easily
implemented using recursion.
 For example finding out the number of
nodes present in a linked list, comparing
two lists, copying one linked list into
another, adding a new node at the end
of the linked list, etc.,
OPERATIONS ON LINKED LISTS
The basic operations on linked lists are
1. Creation
2. Insertion
3. Deletion
4. Traversing
5. Searching
6. Concatenation
7. Display
• The creation operation is used to
create a linked list.
• Insertion operation is used to insert a
new node in the linked list at the
specified position. A new node may be
inserted at the beginning of a linked list ,
at the end of the linked list , at the
specified position in a linked list. If the
list itself is empty , then the new node
is inserted as a first node.
• Deletion operation is used to delete on
item from the linked list. It may be deleted
from the beginning of a linked list ,
specified position in the list.
• Traversing operation is a process of
going through all the nodes of a linked list
from one end to the another end. If we
start traversing from the very first node
towards the last node , It is called
forward traversing.
• If the traversal start from the last node
towards the first node , it is called back
word traversing.
• Searching operation is a process of
accessing the desired node in the list.
We start searching node –by-node and
compare the data of the node with the
key.
• Concatenation operation is the process
of appending the second list to the end
of the first list. When we concatenate
two lists , the resultant list becomes
larger in size.
• The display operation is used to print
each and every node’s information.
BASIC OPERATIONS ON A LIST
• Creating a List
• Inserting an element in a list
• Deleting an element from a list
• Searching a list
• Reversing a list
INSERTION AT THE BEGINNING
There are two steps to be followed:-
a) Make the next pointer of the node point
towards the first node of the list
b) Make the start pointer point towards this new
node
 If the list is empty simply make the start pointer
point towards the new node;
INSERTING THE NODE IN A SLL
There are 3 cases here:-
 Insertion at the beginning
 Insertion at the end
 Insertion after a particular node
INSERTING AT THE END
Here we simply need to make the next
pointer
of the last node point to the new node
INSERTING AFTER AN ELEMENT
Here we again need to do 2 steps :-
 Make the next pointer of the node to be inserted
point to the next node of the node after which you
want to insert the node
 Make the next pointer of the node after which the
node is to be inserted, point to the node to be
inserted
DELETING A NODE IN SLL
Here also we have three cases:-
 Deleting the first node
 Deleting the last node
 Deleting the intermediate node
DELETING THE FIRST NODE
Here we apply 2 steps:-
 Making the start pointer point towards the 2nd
node
 Deleting the first node using delete keyword
three
two
one
start
DELETING THE LAST NODE
Here we apply 2 steps:-
 Making the second last node’s next pointer point
to NULL
 Deleting the last node via delete keyword
node3
node2
node1
start
DELETING A PARTICULAR NODE
Here we make the next pointer of the node
previous to the node being deleted ,point to
the successor node of the node to be deleted
and then delete the node using delete
keyword
node1 node2 node3
To be deleted
SEARCHING
 Searching involves finding the required element in the
list
 We can use various techniques of searching like linear
search or binary search where binary search is more
efficient in case of Arrays
 But in case of linked list since random access is not
available it would become complex to do binary search
in it
 We can perform simple linear search traversal
 In linear search each node is traversed till the data
in the node matches with the required value
REVERSING A LINKED LIST
• We can reverse a linked list by reversing the
direction of the links between 2 nodes
Operation ID-Array Complexity Singly-linked list Complexity
Insert at beginning O(n) O(1)
Insert at end O(1) O(1) if the list has tail reference
O(n) if the list has no tail reference
Insert at middle O(n) O(n)
Delete at beginning O(n) O(1)
Delete at end O(1) O(n)
Delete at middle O(n):
O(1) access followed by O(n)
shift
O(n):
O(n) search, followed by O(1) delete
Search O(n) linear search
O(log n) Binary search
O(n)
Indexing: What is
the element at a
given position k?
O(1) O(n)
COMPLEXITY OF VARIOUS
OPERATIONS IN ARRAYS AND SLL
DOUBLY LINKED LIST
1. Doubly linked list is a linked data structure that consists of a set of
sequentially linked records called nodes.
2 . Each node contains three fields ::
-: one is data part which contain data only.
-:two other field is links part that are point
or references to the previous or to the next
node in the sequence of nodes.
3. The beginning and ending nodes' previous and next
links, respectively, point to some kind of terminator,
typically a sentinel node or null to facilitate traversal
of the list.
NODE
A B
C
A doubly linked list contain three fields: an integer
value, the link to the next node, and the link to the
previous data next
NULL 11 786
786
200 400
200 656 400 786 777 NULL
DLL’S COMPARED TO SLL’S
 Advantages:
 Can be traversed in
either direction (may be
essential for some
programs)
 Some operations, such
as deletion and inserting
before a node, become
easier
 Disadvantages:
 Requires more space
 List manipulations are
slower (because more
links must be changed)
 Greater chance of
having bugs (because
more links must be
manipulated)
STRUCTURE OF DLL
.Data .next
previous.
inf
INSERTING AT BEGINNING
INSERTING AT THE END
Making next and previous pointer of the node to be
inserted point accordingly
Adjusting the next and previous pointers of the nodes b/w
which the new node accordingly
INSERTING AFTER A NODE
DELETING A NODE
• Node deletion from a DLL involves changing two links
• In this example,we will delete node b
myDLL
a b c
• We don’t have to do anything about the links in node
b
• Garbage collection will take care of deleted nodes
• Deletion of the first node or the last node is a special
case
ADVANTAGES OF LINKED LISTS
•We can dynamically allocate memory
space as needed
•We can release the unused space in the
situation where the allocated space
seems to be more.
•Operation related to data elements like
insertions or deletion are more
simplified.
•Operation like insertion or deletion are
less time consuming.
•Linked lists provide flexibility in allowing
the items to be arranged efficiently.

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ds-lecture-4-171012041008 (1).pdf

  • 1. DATASTRUCTURE DATRUCTURE IS THE WAY OF ORGANIZING ALL DATA ITEMS IN ORDER THAT NOT ONLY ELEMENTS TO BE STORED BUT ALSO THE RELATION BETWEEN THE ELEMENTS
  • 2. INTRODUCTION  Data structure:-A data structure is a logical representation of data and operation that can be performed on the data. 1)linear data structure 2)Non linear data structure  Linear data structure is an order of data elements. They are arrays, stacks, queues, and linked lists.
  • 3. Linked list :- linked list is a linear data structure. It contains nodes. Each node contains two parts, i.e. DATA part and LINK part.  The data contains elements and  Link contains address of another node.
  • 4. LIMITATIONS OF ARRAYS  Arrays are simple to understand and elements of an array are easily accessible  But arrays have some limitations.  Arrays have a fixed dimension.  Once the size of an array is decided it can not be increased or decreased during education.
  • 5.  Array elements are always stored in contiguous memory locations.  Operations like insertion or deletion of the array are pretty tedious.  To over come this limitations we use linked list.
  • 6. LINKED LISTS  Linked list is a collection of elements called nodes.  Each node contains two parts. they are data part and link part. Node data link
  • 7. 200 100 400 • The above figure shows the example of marks obtained by different students can be stored in a linked list • Here N-stands for NULL. • Null indicates the end of the node. 14 100 30 400 42 N
  • 8. WHAT ARE LINKED LISTS  A linked list is a linear data structure.  Nodes make up linked lists.  Nodes are structures made up of data and a pointer to another node.  Usually the pointer is called next.
  • 9. What is Linked List? A linked list is a collection of nodes with various fields It contains data field and Address field or Link field Info field Link Field/ Address Field Pointer to the first node
  • 10. ARRAYS VS LINKED LISTS Arrays Linked list Fixed size: Resizing is expensive Dynamic size Insertions and Deletions are inefficient: Elements are usually shifted Insertions and Deletions are efficient: No shifting Random access i.e., efficient indexing No random access  Not suitable for operations requiring accessing elements by index such as sorting No memory waste if the array is full or almost full; otherwise may result in much memory waste. Since memory is allocated dynamically(acc. to our need) there is no waste of memory. Sequential access is faster [Reason: Elements in contiguous memory locations] Sequential access is slow [Reason: Elements not in contiguous memory locations]
  • 11. TYPES OF LINKED LISTS 1. Single linked list 2. Double linked list 3. Circular linked list 4. Circular double linked list
  • 12. SINGLE LINKED LIST :- • A single linked list is one in which all nodes are linked together in some sequential manner. • CIRCULAR LINKED LIST :- • A circular linked list is one which has no beginning and no ending. The null pointer in the last node of a linked list is replaced with the address of its first node such a list is called circular linked list.
  • 14. Graphical Representation 10 1000 1000 2000 2000 15 4000 20 4000 Circular Singly Linked List Last node contains the address of the first node First
  • 15. SINGLE LINKED LIST : Start CIRCULAR LINKED LIST:- 400 100 200 35 N 60 200 45 100 60 200 35 400 45 100 500
  • 16. Inserting a new node : Before inserting: 400 100 200 After inserting: 400 100 200 20 N 35 200 14 100 20 N 35 200 30 100 75 400
  • 17. Delete a node from the list: before deletion: 200 400 300 500 after deletion : 200 300 500 46 500 48 300 35 400 30 N 30 N 46 500 35 300
  • 18.  In circular linked list we have three functions. They are • addcirq( ) • delcirq( ) • cirq_display( )
  • 19. addcirq( ) :- This function accepts three parameters.  First parameter receives the address of the first node.  The second parameter receives the address of the pointer to the last node.
  • 20. Delcirq( ) :- This function receives two parameters.  The first parameter is the pointer to the front node.  The second is the pointer to the rear. front rear 10 5 16 17
  • 21. . DOUBLE LINKED LIST :- A single linked list has some disadvantages • That it can traverse it in one direction. • Many applications require searching backword and forword travelling sections of a list
  • 22. • A two way list is a linear collection of data elements called nodes. • When each node is divided into three parts. They are two link parts and one data part. node prev data next
  • 23. Doubly Linked list Contains the address of previous node and next node NULL 2000 3000 1000 10 15 20 2000 1000 2000 NULL 3000 First
  • 24. Inserting a new node : Before insertion:- 200 100 400 After insertion:- 100 40 N 200 20 400 N 11 100 100 40 N 400 25 100 N 11 100 200 20 400
  • 25. Delete a node from the list: Before deletion:- 600 200 400 After deletion:- 200 400 200 4 N 600 11 400 N 5 200 N 11 400 200 4 N
  • 26. Circular Doubly Linked list Contains the address of first node and last node 3000 2000 3000 1000 10 15 20 2000 1000 2000 1000 3000 First
  • 27. REVERSING THE LINKS : Reversing means the last node becomes the first node and the first becomes the last. 5 17 N 3 23 17 3 23 5 N 23 3 17 5
  • 28. MERGING OF LINKED LIST : • suppose we have two linked lists. • That are pointed to two independent pointers. We have to merge the two links into a third list. • By using this merge ( ) to ensure that those elements which are common to both the lists occur only once in the third list.
  • 29. 9 12 14 N 12 17 24 N 9 12 14 17 24 N
  • 30. SORTING OF A LINKED LIST : • Sorting means to arrange the elements either in ascending or descending order. • To sort the elements of a linked list we use any of the standard sorting algorithms for carrying out the sorting. • While performing the sorting, when it is time to exchange two elements, we can adopt any of the following two strategies.
  • 31. 1)Exchange the data part of the two nodes, keeping the links intact. 8 N 4 3 2 3 N 4 8 2
  • 32. 2) Keep the data in the nodes intact. Simply readjust the links such that effectively the order of the nodes changes 200 400 500 600 11 N 4 40 0 8 60 0 2 50 0 11 N 4 600 8 500 2 400
  • 33. RECURSIVE OPERATIONS ON LINKED LIST :  A function called by itself known as recursion.  If a statement within the body of a function calls the same function.  Some of the operations that are carried out on linked list can be easily implemented using recursion.
  • 34.  For example finding out the number of nodes present in a linked list, comparing two lists, copying one linked list into another, adding a new node at the end of the linked list, etc.,
  • 35. OPERATIONS ON LINKED LISTS The basic operations on linked lists are 1. Creation 2. Insertion 3. Deletion 4. Traversing 5. Searching 6. Concatenation 7. Display
  • 36. • The creation operation is used to create a linked list. • Insertion operation is used to insert a new node in the linked list at the specified position. A new node may be inserted at the beginning of a linked list , at the end of the linked list , at the specified position in a linked list. If the list itself is empty , then the new node is inserted as a first node.
  • 37. • Deletion operation is used to delete on item from the linked list. It may be deleted from the beginning of a linked list , specified position in the list. • Traversing operation is a process of going through all the nodes of a linked list from one end to the another end. If we start traversing from the very first node towards the last node , It is called forward traversing.
  • 38. • If the traversal start from the last node towards the first node , it is called back word traversing. • Searching operation is a process of accessing the desired node in the list. We start searching node –by-node and compare the data of the node with the key.
  • 39. • Concatenation operation is the process of appending the second list to the end of the first list. When we concatenate two lists , the resultant list becomes larger in size. • The display operation is used to print each and every node’s information.
  • 40. BASIC OPERATIONS ON A LIST • Creating a List • Inserting an element in a list • Deleting an element from a list • Searching a list • Reversing a list
  • 41. INSERTION AT THE BEGINNING There are two steps to be followed:- a) Make the next pointer of the node point towards the first node of the list b) Make the start pointer point towards this new node  If the list is empty simply make the start pointer point towards the new node;
  • 42. INSERTING THE NODE IN A SLL There are 3 cases here:-  Insertion at the beginning  Insertion at the end  Insertion after a particular node
  • 43.
  • 44. INSERTING AT THE END Here we simply need to make the next pointer of the last node point to the new node
  • 45. INSERTING AFTER AN ELEMENT Here we again need to do 2 steps :-  Make the next pointer of the node to be inserted point to the next node of the node after which you want to insert the node  Make the next pointer of the node after which the node is to be inserted, point to the node to be inserted
  • 46.
  • 47. DELETING A NODE IN SLL Here also we have three cases:-  Deleting the first node  Deleting the last node  Deleting the intermediate node
  • 48. DELETING THE FIRST NODE Here we apply 2 steps:-  Making the start pointer point towards the 2nd node  Deleting the first node using delete keyword three two one start
  • 49. DELETING THE LAST NODE Here we apply 2 steps:-  Making the second last node’s next pointer point to NULL  Deleting the last node via delete keyword node3 node2 node1 start
  • 50. DELETING A PARTICULAR NODE Here we make the next pointer of the node previous to the node being deleted ,point to the successor node of the node to be deleted and then delete the node using delete keyword node1 node2 node3 To be deleted
  • 51. SEARCHING  Searching involves finding the required element in the list  We can use various techniques of searching like linear search or binary search where binary search is more efficient in case of Arrays  But in case of linked list since random access is not available it would become complex to do binary search in it  We can perform simple linear search traversal  In linear search each node is traversed till the data in the node matches with the required value
  • 52. REVERSING A LINKED LIST • We can reverse a linked list by reversing the direction of the links between 2 nodes
  • 53. Operation ID-Array Complexity Singly-linked list Complexity Insert at beginning O(n) O(1) Insert at end O(1) O(1) if the list has tail reference O(n) if the list has no tail reference Insert at middle O(n) O(n) Delete at beginning O(n) O(1) Delete at end O(1) O(n) Delete at middle O(n): O(1) access followed by O(n) shift O(n): O(n) search, followed by O(1) delete Search O(n) linear search O(log n) Binary search O(n) Indexing: What is the element at a given position k? O(1) O(n) COMPLEXITY OF VARIOUS OPERATIONS IN ARRAYS AND SLL
  • 54. DOUBLY LINKED LIST 1. Doubly linked list is a linked data structure that consists of a set of sequentially linked records called nodes. 2 . Each node contains three fields :: -: one is data part which contain data only. -:two other field is links part that are point or references to the previous or to the next node in the sequence of nodes. 3. The beginning and ending nodes' previous and next links, respectively, point to some kind of terminator, typically a sentinel node or null to facilitate traversal of the list.
  • 55. NODE A B C A doubly linked list contain three fields: an integer value, the link to the next node, and the link to the previous data next NULL 11 786 786 200 400 200 656 400 786 777 NULL
  • 56. DLL’S COMPARED TO SLL’S  Advantages:  Can be traversed in either direction (may be essential for some programs)  Some operations, such as deletion and inserting before a node, become easier  Disadvantages:  Requires more space  List manipulations are slower (because more links must be changed)  Greater chance of having bugs (because more links must be manipulated)
  • 57. STRUCTURE OF DLL .Data .next previous. inf
  • 60. Making next and previous pointer of the node to be inserted point accordingly Adjusting the next and previous pointers of the nodes b/w which the new node accordingly INSERTING AFTER A NODE
  • 61. DELETING A NODE • Node deletion from a DLL involves changing two links • In this example,we will delete node b myDLL a b c • We don’t have to do anything about the links in node b • Garbage collection will take care of deleted nodes • Deletion of the first node or the last node is a special case
  • 62. ADVANTAGES OF LINKED LISTS •We can dynamically allocate memory space as needed •We can release the unused space in the situation where the allocated space seems to be more. •Operation related to data elements like insertions or deletion are more simplified.
  • 63. •Operation like insertion or deletion are less time consuming. •Linked lists provide flexibility in allowing the items to be arranged efficiently.