Class lecture of Data Structure and Algorithms and Python.
Stack, Queue, Tree, Python, Python Code, Computer Science, Data, Data Analysis, Machine Learning, Artificial Intellegence, Deep Learning, Programming, Information Technology, Psuedocide, Tree, pseudocode, Binary Tree, Binary Search Tree, implementation, Binary search, linear search, Binary search operation, real-life example of binary search, linear search operation, real-life example of linear search, example bubble sort, sorting, insertion sort example, stack implementation, queue implementation, binary tree implementation, priority queue, binary heap, binary heap implementation
ccvcvbcbvcbvcbvcbvcb vngfg hgjhg gj jgjhgjhgjhg jhgh jhgjhgj gjhgjhgjhgjhgjhgjhgjhg jghgjhgjhgjhgjhg jjghjhgjhgjhgjhgjh hgjhgjhgjhgjhgjhgjhgjgjhgjhgjhg hgfgfhdfhtftfj jgyjyyyugyugyug yjgghgjhgjhf drdfhgfgfgfgj jgjhgjhgjhgjhgjhg jhgghjfgf fxdx gfd hdhfd tftyf yytfy ytftyf ytf ytfty fytftykgh kghjg jhghgh fgfghfgh fgfghfgf gfgfgfgfytf hgfggf ghfgfg gjhghjg cfffgh jgfgfhgffhg hghh yuy ygyyuyutyutyu jgfghfhgfghfh fghfhgfhgf fthfhfhf hfhfhgf hfhgfghf fghfghfghfhhgfghf jgjhgjhgjhgjhgjhgj jgjhgjh jgjhg jgjhgjhgjhg jhgjhgjhg jhgjhg jhgjhgollowing the announcement of Google+ API deprecation scheduled for March 2019, a number of changes will be made to Blogger’s Google+ integration on 4 February 2019. *Google+ widgets:* Support for the “+1 Button”, “Google+ Followers” and “Google+ Badge” widgets in Layout will no longer be available. All instances of these widgets will be removed from all blogs. *+1 buttons:* The +1/G+ buttons and Google+ share links below blog posts and in the navigation bar will be removed. Please note that if you have a custom template that includes Google+ features, you may need to update ... read more ollowing the announcement of Google+ API deprecation scheduled for March 2019, a number of changes will be made to Blogger’s Google+ integration on 4 February 2019. *Google+ widgets:* Support for the “+1 Button”, “Google+ Followers” and “Google+ Badge” widgets in Layout will no longer be available. All instances of these widgets will be removed from all blogs. *+1 buttons:* The +1/G+ buttons and Google+ share links below blog posts and in the navigation bar will be removed. Please note that if you have a custom template that includes Google+ features, you may need to update ... read moreollowing the announcement of Google+ API deprecation scheduled for March 2019, a number of changes will be made to Blogger’s Google+ integration on 4 February 2019. *Google+ widgets:* Support for the “+1 Button”, “Google+ Followers” and “Google+ Badge” widgets in Layout will no longer be available. All instances of these widgets will be removed from all blogs. *+1 buttons:* The +1/G+ buttons and Google+ share links below blog posts and in the navigation bar will be removed. Please note that if you have a custom template that includes Google+ features, you may need to update ... read moreollowing the announcement of Google+ API deprecation scheduled for March 2019, a number of changes will be made to Blogger’s Google+ integration on 4 February 2019. *Google+ widgets:* Support for the “+1 Button”, “Google+ Followers” and “Google+ Badge” widgets in Layout will no longer be available. All instances of these widgets will be removed from all blogs. *+1 buttons:* The +1/G+ buttons and Google+ share links below blog posts and in the navigation bar will be removed. Please note that if you have a custom template that includes Google+ features, you may need to update ... read moreollowing the announcement of Google+ API deprecation scheduled for March 2019, a nu
I am Andrew O. I am a C Homework Expert at programminghomeworkhelp.com. I hold a master’s in Programming from, the University of Southampton, UK. I have been helping students with their homework for the past 10 years. I solve homework related to C.
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Class lecture of Data Structure and Algorithms and Python.
Stack, Queue, Tree, Python, Python Code, Computer Science, Data, Data Analysis, Machine Learning, Artificial Intellegence, Deep Learning, Programming, Information Technology, Psuedocide, Tree, pseudocode, Binary Tree, Binary Search Tree, implementation, Binary search, linear search, Binary search operation, real-life example of binary search, linear search operation, real-life example of linear search, example bubble sort, sorting, insertion sort example, stack implementation, queue implementation, binary tree implementation, priority queue, binary heap, binary heap implementation
ccvcvbcbvcbvcbvcbvcb vngfg hgjhg gj jgjhgjhgjhg jhgh jhgjhgj gjhgjhgjhgjhgjhgjhgjhg jghgjhgjhgjhgjhg jjghjhgjhgjhgjhgjh hgjhgjhgjhgjhgjhgjhgjgjhgjhgjhg hgfgfhdfhtftfj jgyjyyyugyugyug yjgghgjhgjhf drdfhgfgfgfgj jgjhgjhgjhgjhgjhg jhgghjfgf fxdx gfd hdhfd tftyf yytfy ytftyf ytf ytfty fytftykgh kghjg jhghgh fgfghfgh fgfghfgf gfgfgfgfytf hgfggf ghfgfg gjhghjg cfffgh jgfgfhgffhg hghh yuy ygyyuyutyutyu jgfghfhgfghfh fghfhgfhgf fthfhfhf hfhfhgf hfhgfghf fghfghfghfhhgfghf jgjhgjhgjhgjhgjhgj jgjhgjh jgjhg jgjhgjhgjhg jhgjhgjhg jhgjhg jhgjhgollowing the announcement of Google+ API deprecation scheduled for March 2019, a number of changes will be made to Blogger’s Google+ integration on 4 February 2019. *Google+ widgets:* Support for the “+1 Button”, “Google+ Followers” and “Google+ Badge” widgets in Layout will no longer be available. All instances of these widgets will be removed from all blogs. *+1 buttons:* The +1/G+ buttons and Google+ share links below blog posts and in the navigation bar will be removed. Please note that if you have a custom template that includes Google+ features, you may need to update ... read more ollowing the announcement of Google+ API deprecation scheduled for March 2019, a number of changes will be made to Blogger’s Google+ integration on 4 February 2019. *Google+ widgets:* Support for the “+1 Button”, “Google+ Followers” and “Google+ Badge” widgets in Layout will no longer be available. All instances of these widgets will be removed from all blogs. *+1 buttons:* The +1/G+ buttons and Google+ share links below blog posts and in the navigation bar will be removed. Please note that if you have a custom template that includes Google+ features, you may need to update ... read moreollowing the announcement of Google+ API deprecation scheduled for March 2019, a number of changes will be made to Blogger’s Google+ integration on 4 February 2019. *Google+ widgets:* Support for the “+1 Button”, “Google+ Followers” and “Google+ Badge” widgets in Layout will no longer be available. All instances of these widgets will be removed from all blogs. *+1 buttons:* The +1/G+ buttons and Google+ share links below blog posts and in the navigation bar will be removed. Please note that if you have a custom template that includes Google+ features, you may need to update ... read moreollowing the announcement of Google+ API deprecation scheduled for March 2019, a number of changes will be made to Blogger’s Google+ integration on 4 February 2019. *Google+ widgets:* Support for the “+1 Button”, “Google+ Followers” and “Google+ Badge” widgets in Layout will no longer be available. All instances of these widgets will be removed from all blogs. *+1 buttons:* The +1/G+ buttons and Google+ share links below blog posts and in the navigation bar will be removed. Please note that if you have a custom template that includes Google+ features, you may need to update ... read moreollowing the announcement of Google+ API deprecation scheduled for March 2019, a nu
I am Andrew O. I am a C Homework Expert at programminghomeworkhelp.com. I hold a master’s in Programming from, the University of Southampton, UK. I have been helping students with their homework for the past 10 years. I solve homework related to C.
Visit programminghomeworkhelp.com or email support@programminghomeworkhelp.com.
You can also call on +1 678 648 4277 for any assistance with C Homework.
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2. Today
• Exam 1: mean 86, high 98
Amazing!!
• Hw6 will be posted tonight
• Change Hw due dates?
Plan for Today
• Singly-linked list removed at index method
• Java's LinkedList class
• Doubly-linked lists
Fall 2020 15-121 (Reid-Miller) 2
3. Singly-linked list
• Add at index 3
• Insert node between nodes at index 2 and 3.
• Think add “after 2,” not “before 3,” as you can
always add AFTER a node.
• When do you need to consider a special case?
When you add the first node (after head).
• Remove at index 3
• Remove returns the value of the node removed.
• Like add, need to remove the node “after 2”
• Are there any special cases to consider?
Fall 2020 15-121 (Reid-Miller) 3
4. Exercise: Remove at given index
// Removes the object at the given index.
// Returns the object removed
public E remove(int index) {
if (index < 0 || index > size())
throw new IndexOutOfBoundsException();
Fall 2020 15-121 (Reid-Miller) 4
5. Remove at index 3 goal
Fall 2020 15-121 (Reid-Miller) 5
first
remove here
(index = 3)
null
2
obj
6. Remove at given index
// Removes the object at the given index.
// Returns the object removed
public E remove(int index) {
if (index < 0 || index > size())
throw new IndexOutOfBoundsException();
if (index == 0) {
return removeFirst();
}
…
// cont’d
Fall 2020 15-121 (Reid-Miller) 6
7. Remove at given index (cont’d)
…
Node nodeBefore = first;
for (int i = 0; ; i++) {
nodeBefore = nodeBefore.next;
}
// remove the node
…
size--;
return obj;
}
Fall 2020 15-121 (Reid-Miller) 7
8. Remove at index 3
Fall 2020 15-121 (Reid-Miller) 8
first
remove here
(index = 3)
current
WRONG
1. current.next = current.next.next;
2. E obj = current.next.data;
null
2
2
obj
1
9. Remove at index 3
Fall 2020 15-121 (Reid-Miller) 9
first
remove here
(index = 3)
current
Correct
1. E obj = current.next.data;
2. current.next = current.next.next;
null
2
1
obj
2
10. Remove at given index (cont’d)
…
Node nodeBefore = first;
for (int i = 0; i < index-1; i++) {
nodeBefore = nodeBefore.next;
}
// remove the node
E obj = nodeBefore.next.data;
nodeBefore.next = nodeBefore.next.next;
size--;
return obj;
}
Fall 2020 15-121 (Reid-Miller) 10
11. Remove at given index (cont’d alternate)
…
Node nodeBefore = first;
for (int i = 0; i < index-1; i++) {
nodeBefore = nodeBefore.next;
}
// remove the node
Node nodeToRemove = nodeBefore.next;
nodeBefore.next = nodeToRemove.next;
size--;
return nodeToRemove.data;
}
Fall 2020 15-121 (Reid-Miller) 11
12. Complexity
On a singly linked list with n nodes:
Worst Average Best
addFirst __________________
removeFirst __________________
add(index, obj) __________________
remove(index) __________________
Fall 2020 15-121 (Reid-Miller) 12
O(n) O(n) O(1)
O(n) O(n) O(1)
O(1)
O(1)
13. Disadvantages of
Singly-Linked Lists
• Insertion into a list is generally linear.
• In order to insert a node at an index greater
than 0, we need a reference to the previous
node.
• In order to remove a node that is not the first
node, we need a reference to the previous
node.
• We can only traverse the list in one direction.
Fall 2020 15-121 (Reid-Miller) 13
14. Java's LinkedList class
Java's LinkedList add(E obj) method runtime is O(1).
How?
LinkedList has a field that refers to the
last node in the list.
Java's LinkedList remove(int index) method runtime
is O(1). How is it possible even if your have the last
node?
The nodes inside LinkedList are doubly linked in
order to remove from the end of the list in O(1) time.
Fall 2020 15-121 (Reid-Miller) 14
16. Doubly-Linked Lists
• Each data entry is stored in its own node
• Each node as two references: one reference is to the
next node and one is to the previous node (prev).
• A reference, often referred to as head, points to the
first node in the list and one reference, often referred
to as tail, points the the last node in the list.
• The head node’s prev reference is null and the tail
node’s next reference is null.
• An empty list would have head and tail references
equal to null
Fall 2020 15-121 (Reid-Miller) 16
17. Node class
private class Node {
private E data;
private Node prev;
private Node next;
private Node(E obj, Node previous, Node next){
data = obj;
prev = previous;
this.next = next;
}
Fall 2020 15-121 (Reid-Miller) 17
18. 1. To add a node at a given index
find the node at index-1
Fall 2020 15-121 (Reid-Miller) 18
null
last
null
first
null
null
before
newNode
19. 4. Result of adding at given index
Fall 2020 15-121 (Reid-Miller) 21
null
last
null
first
20. How would you implement addFirst?
Fall 2020 15-121 (Reid-Miller) 22
null
last
null
first
How would you implement addLast?
21. How would you remove the node
referenced by current?
Fall 2020 15-121 (Reid-Miller) 23
null
last
null
first current
22. How would you remove the node if
current == first?
Fall 2020 15-121 (Reid-Miller) 24
null
last
null
first current
23. How would you remove the node if
current == last?
Fall 2020 15-121 (Reid-Miller) 25
null
last
null
first current
24. How would you remove the node
current if first == tail?
Fall 2020 15-121 (Reid-Miller) 26
tail
null
head
null
current
25. Doubly-linked list complexity
int size()
boolean add(E obj)
void add(int index, E obj)
E get(int index)
E set(int index, E obj)
boolean contains(Object obj)
int indexOf(Object obj)
E remove(int index)
boolean remove(Object obj)
Fall 2020 15-121 (Reid-Miller) 27
Worst Average Best
O(1)
O(1)
O(n) O(n) O(1)
O(n) O(n) O(1)
O(n) O(n) O(1)
O(n) O(n) O(1)
O(n) O(n) O(1)
O(n) O(n) O(1)
O(n) O(n) O(1)