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What is the time complexity for operations in a complete binary tree?
What is the time complexity for operations in a complete binary tree?
When a node with two children needs to be deleted, what is the appropriate step to take?
When a node with two children needs to be deleted, what is the appropriate step to take?
What does the 'up_heapify()' operation ensure in a heap?
What does the 'up_heapify()' operation ensure in a heap?
In a max-heap, which operation is performed to find the maximum item?
In a max-heap, which operation is performed to find the maximum item?
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What happens during the deletion of a node in a binary tree if it has only one child?
What happens during the deletion of a node in a binary tree if it has only one child?
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What is one characteristic of logical-physical independence in file structure?
What is one characteristic of logical-physical independence in file structure?
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Which hashing scheme primarily deals with collisions by using separate data structures for overflow?
Which hashing scheme primarily deals with collisions by using separate data structures for overflow?
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What is the load factor in a hashing scheme defined as?
What is the load factor in a hashing scheme defined as?
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What is the primary distinction between an adjacency matrix and an adjacency list in graph representation?
What is the primary distinction between an adjacency matrix and an adjacency list in graph representation?
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Which method is NOT a common collision handling scheme in hashing?
Which method is NOT a common collision handling scheme in hashing?
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In graph theory, what defines two nodes as adjacent?
In graph theory, what defines two nodes as adjacent?
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Which of the following is a characteristic of absolute addresses?
Which of the following is a characteristic of absolute addresses?
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What is the order of operations when performing a Depth First Search (DFS) on a graph?
What is the order of operations when performing a Depth First Search (DFS) on a graph?
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What is the significance of folding in hashing?
What is the significance of folding in hashing?
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Which of the following statements is true about graph traversal methods?
Which of the following statements is true about graph traversal methods?
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Which of the following is not an approach to collision resolution in hashing?
Which of the following is not an approach to collision resolution in hashing?
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What is a crucial factor when selecting an appropriate file organization method in hashing?
What is a crucial factor when selecting an appropriate file organization method in hashing?
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What basis does the 'Prime-Number Division Remainder' hashing method rely on?
What basis does the 'Prime-Number Division Remainder' hashing method rely on?
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Which of these techniques is primarily addressed by the concept of 'bucket addressing' in hashing?
Which of these techniques is primarily addressed by the concept of 'bucket addressing' in hashing?
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What does it mean if a graph is represented as undirected?
What does it mean if a graph is represented as undirected?
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What is the complexity of searching for a value in an optimal hashing structure?
What is the complexity of searching for a value in an optimal hashing structure?
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In a graph represented by a vertex list, what happens to the representation if an edge is added between two non-adjacent vertices?
In a graph represented by a vertex list, what happens to the representation if an edge is added between two non-adjacent vertices?
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What is the primary purpose of the down_heapify() operation in a heap?
What is the primary purpose of the down_heapify() operation in a heap?
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Which statement correctly describes a binary tree?
Which statement correctly describes a binary tree?
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What is an advantage of a binary search tree (BST) over a binary tree?
What is an advantage of a binary search tree (BST) over a binary tree?
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Which of the following accurately defines a Min Heap?
Which of the following accurately defines a Min Heap?
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How can one verify if a given binary tree is a binary search tree?
How can one verify if a given binary tree is a binary search tree?
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What does the height of a tree represent?
What does the height of a tree represent?
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Which traversal method visits nodes in the order of Root, Left, Right?
Which traversal method visits nodes in the order of Root, Left, Right?
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What differentiates a Max Heap from a Min Heap?
What differentiates a Max Heap from a Min Heap?
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What notation is commonly used to represent the process of inserting an element into a heap?
What notation is commonly used to represent the process of inserting an element into a heap?
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Which statement is accurate regarding tree traversals?
Which statement is accurate regarding tree traversals?
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What is the primary significance of maintaining a balanced tree height?
What is the primary significance of maintaining a balanced tree height?
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Which of the following statements accurately distinguishes a B-tree from an AVL tree?
Which of the following statements accurately distinguishes a B-tree from an AVL tree?
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In a directed graph, what does it indicate if an edge points from node A to node B?
In a directed graph, what does it indicate if an edge points from node A to node B?
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Which of the following best describes a cyclic graph?
Which of the following best describes a cyclic graph?
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What is the defining characteristic of a weighted graph?
What is the defining characteristic of a weighted graph?
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What does it mean for a graph to be acyclic?
What does it mean for a graph to be acyclic?
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Which of the following accurately describes the properties of nodes in a graph?
Which of the following accurately describes the properties of nodes in a graph?
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What is one primary use of a hash map in computer science?
What is one primary use of a hash map in computer science?
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Which sorting algorithm is most suitable for partially sorted datasets?
Which sorting algorithm is most suitable for partially sorted datasets?
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What is the result of deleting an edge in a directed graph?
What is the result of deleting an edge in a directed graph?
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Study Notes
Unit 7 - Trees
- Data structures like stacks and queues are linear, stored sequentially or in linked lists.
- Trees and binary trees are non-linear structures.
- A tree is a nonlinear data structure consisting of nodes and edges.
- Properties of a tree:
- There is a designated root node.
- Remaining nodes are partitioned into subsets (subtrees) under the root.
- Nonterminal vertices have successors, while terminal vertices (leaves) have none.
- N-ary trees have non-terminal vertices with at most n successors.
- Binary trees are n-ary trees with non-terminal vertices having at most 2 successors.
- Trees can be represented using parentheses, nesting, or indentation.
Module Objectives
- Students should be able to discuss the characteristics of trees and binary trees.
- Understand various tree representations.
- Distinguish between trees and binary trees.
- Demonstrate the conversion between trees and binary trees.
- Discuss searching using a binary tree.
- Implement tree and binary tree applications.
Tree Vocabulary
- Node: A component of the tree holding data.
- Edge/Branch: The connection between parent and child nodes (may have a weight).
- Root: The top element of the hierarchical structure.
- Child: A node's immediate successor (may have zero or more successors).
- Parent: A node's predecessor (each node has exactly one parent).
- Leaf/Terminal: A node with no children.
- Descendant: An extension of the child relationship (a node is a descendant of its ancestor).
- Ancestor: An extension of the parent relationship (a parent is an ancestor to its child).
- Sibling: Child nodes with the same parent.
- Internal Node/Non-terminal: A node with at least one child.
- Path: The sequence of edges between a node and one of its descendants.
- Path Length: The number of edges in a path.
- Depth/Level: The length of the path from the root.
- Height: The longest path length from a node to the deepest leaf.
- Subtree: A tree made from descendants of a node.
- Degree of a Node: Number of subtrees.
- Degree of a Tree: Maximum degree of nodes in the tree.
- Forest: A set of disjoint trees.
Tree Traversals
- Depth-First Search (DFS): Explores a path completely before backtracking. Uses a stack.
- Breadth-First Search (BFS): Explores all nearest possibilities first, before moving to more distant nodes. Uses a queue.
Binary Tree
- A binary tree is a finite set of nodes or is empty.
- A binary tree contains at most two disjoint binary trees as subtrees of the root node.
- A binary tree may be empty, but a tree must have at least one node.
Types of Binary Trees
- Rooted binary tree: Has a root node and every node has a maximum of two children.
- Full binary tree: Nodes have either 0 or 2 children.
- Perfect binary tree: All interior nodes have 2 children, and all leaves have same depth.
- Complete binary tree: All levels are completely filled except possibly the last level where nodes are as far left as possible.
Balanced Binary Tree
- A binary tree is balanced if the heights of the left and right subtrees of any node differ by at most one.
- A balanced tree has a height of O(log n) where n represents the number of nodes.
- Degenerate tree -- A tree that behaves like a linked list, where each node only has one child.
Tree Traversals
- Preorder: Root → Left → Right
- Inorder: Left → Root → Right
- Postorder: Left → Right → Root
Expression Trees
- Used for representing expressions in a tree-like structure.
- Leaves represent operands; nodes contain operators.
- Inorder traversal generates infix expressions
- Preorder traversal generates prefix expressions
- Postorder traversal generates postfix expressions
Binary Search Tree (BST)
- A binary tree where nodes are arranged in order:
- Left subtree contains values less-than-or-equal to the node.
- Right subtree contains values greater than the node.
Heap Tree
-
A complete binary tree with an ordering property: value in any node is smaller (min-heap) or larger (max-heap) than all values in its subtrees.
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The smallest/largest value is always at the root.
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All levels are completely filled except perhaps the bottom level, which is full from left to right.
Heap Operations
- Heapify: Rearranges the heap to maintain its heap property.
- Find-max/min: Finds the maximum/minimum element.
- Insertion: Adds a new element.
- Deletion: Removes an element.
- Extract Min/Max: Returns and removes the minimum/maximum element, respectively
B-Trees
- A balanced m-way search tree used for disk-based storage.
- Every node (except the root) contains at least M/2 and at most M-1 values.
- All leaves are at the same depth (perfectly balanced).
Graph Traversal
- Methods for visiting every vertex and edge exactly once.
- Breadth-first search (BFS): Visits vertices level-by-level, starting from a source vertex.
- Depth-first search (DFS): Visits vertices by following paths as far as possible before backtracking.
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Test your understanding of binary trees and heaps with this quiz. Questions cover time complexity, deletion operations, heap properties, and more. Perfect for students of data structures!