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Questions and Answers
What is the primary behavior expected of a stack data structure?
What is the primary behavior expected of a stack data structure?
Which operation is typically performed to add an element to a queue?
Which operation is typically performed to add an element to a queue?
If you implement a singly linked list (SLL)-backed queue, which operation should be performed at the head and which at the tail for optimal efficiency?
If you implement a singly linked list (SLL)-backed queue, which operation should be performed at the head and which at the tail for optimal efficiency?
Which of the following statements accurately describes the structure of an array-backed queue?
Which of the following statements accurately describes the structure of an array-backed queue?
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In what scenario would a queue be most appropriately used?
In what scenario would a queue be most appropriately used?
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What is the complexity of searching for an unknown index in a singly linked list (SLL)?
What is the complexity of searching for an unknown index in a singly linked list (SLL)?
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In a tree, which of the following terms describes nodes with no children?
In a tree, which of the following terms describes nodes with no children?
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When incrementing the front index in a circular buffer implementation of a queue, what should be done with the front variable?
When incrementing the front index in a circular buffer implementation of a queue, what should be done with the front variable?
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Which property defines the arrangement of data within a tree structure?
Which property defines the arrangement of data within a tree structure?
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What is the depth of the root node in a tree?
What is the depth of the root node in a tree?
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Which statement correctly describes a parent node in a tree?
Which statement correctly describes a parent node in a tree?
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What will the back index be set to when it is decremented to -1 in a circular buffer implementation?
What will the back index be set to when it is decremented to -1 in a circular buffer implementation?
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Which data structure has an access complexity of O(1) for known indices?
Which data structure has an access complexity of O(1) for known indices?
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What is the height of a leaf node?
What is the height of a leaf node?
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How can the height of a node be determined?
How can the height of a node be determined?
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Which method would you use to find the parent of a specific node in a tree?
Which method would you use to find the parent of a specific node in a tree?
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What characterizes a binary tree based on its shape?
What characterizes a binary tree based on its shape?
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Which of the following methods can be classified as a query method?
Which of the following methods can be classified as a query method?
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What happens to the back index when adding an element to an array-backed deque?
What happens to the back index when adding an element to an array-backed deque?
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Which operation in a deque allows you to remove an element from the back?
Which operation in a deque allows you to remove an element from the back?
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In the context of deque operations, what does O(1) time complexity signify?
In the context of deque operations, what does O(1) time complexity signify?
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What does modding the front index by capacity help achieve?
What does modding the front index by capacity help achieve?
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When using an array-backed deque, what should happen if the front index is decremented to -1?
When using an array-backed deque, what should happen if the front index is decremented to -1?
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What is the main characteristic of a deque compared to other queue types?
What is the main characteristic of a deque compared to other queue types?
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What operation would be used to add an element to the head of a DLL-backed deque?
What operation would be used to add an element to the head of a DLL-backed deque?
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What is the initial behavior of the 'size' attribute in an empty array-backed deque?
What is the initial behavior of the 'size' attribute in an empty array-backed deque?
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Study Notes
Stacks
- Stack ADT operates on a "Last In, First Out" (LIFO) principle.
- Implementation can be done using Array, Singly Linked List (SLL), or Doubly Linked List (DLL).
Queues
- Queue ADT follows a "First In, First Out" (FIFO) behavior.
- Linear structure useful for scenarios like water pipes, waitlists, print queues, and online orders.
- Key operations include:
-
enqueue(x)
: Add element to the end. -
dequeue()
: Remove element from the front. -
peek()
: View the front element without removing it. -
isEmpty()
: Check if the queue is empty. -
size()
: Get the number of elements in the queue.
-
SLL-backed Queue
- Requires both head and tail pointers for efficiency.
- For optimal performance, elements should be added at the tail and removed from the head.
- Both operations, adding and removing, run in O(1) time.
Array-backed Queue
- Key components:
-
capacity
: Size of the backing array. -
front index
: Index of the first element. -
back index
: Index of the last element or the next spot. -
size
: Total number of current elements in the queue.
-
- Example of enqueueing and dequeueing elements shown with character management.
Deques
- Double Ended Queue (Deque) allows addition/removal of elements from both ends.
- Main operations:
-
addFirst(x)
: Adds item to the front. -
addLast(x)
: Adds item to the rear. -
removeFirst()
: Removes item from the front. -
removeLast()
: Removes item from the rear.
-
DLL-backed Deque
- Implemented with Doubly Linked List, providing O(1) operations for adding/removing items from either end.
Array-backed Deque
- Utilizes a circular array to manage elements efficiently.
- Modifications to front and back indices maintain circular structure.
- Operations such as adding/removing elements make use of modulo with capacity for proper indexing.
Overview of Worst Case Runtimes
- Array access at a known index is O(1); searching for an unknown index is O(n).
- Singly Linked List (SLL) and Doubly Linked List (DLL) both have O(n) for access and search.
- Stack, Queue, and Deque also demonstrate O(n) for access and search.
- Data structures with O(n) complexities serve specific purposes but may not be suitable for access-heavy operations.
Trees Introduction
- Trees consist of nodes with no cycles, allowing hierarchical relationships.
- Highly recursive structure; best implemented with pointers in linked list-like structures.
- Properties defined by shape and order characteristics.
Tree Terminology
- Root: Entry point of the tree.
- Children: Nodes directly connected to a parent node.
- External/Leaf nodes: Nodes without children.
- Internal nodes: Nodes with at least one child.
- Hierarchical relationships can include parent, grandparent, siblings, cousins, and subtrees.
Depth & Height
- Depth: Distance from the root to a specific node; root has a depth of 0.
- Height: Distance from a node to the furthest leaf; leaf height is 0, and height of a node is 1 plus the maximum height of its children.
Tree ADT Operations
- Information methods:
size()
,isEmpty()
,iterator()
,position()
. - Accessor methods:
root()
,parent(x)
,children(x)
,numChild(x)
. - Query methods:
isInternal()
,isExternal()
,isRoot()
evaluate node attributes.
Binary Trees
- Shape allows each node to have a maximum of 2 children.
- Nodes can store references to parent, children, and flags for internal/external classification.
- Iteration is typically achieved through recursion, enabling access to parent nodes during the return phase of recursive calls.
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Description
Explore the fundamental concepts of stacks and queues in data structures. Understand their ADTs, implementations, and key operations like enqueue and dequeue. This quiz covers both array-backed and linked list-backed solutions for optimal performance.