Recursion occurs when a function calls itself to solve a smaller version of the same problem.
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2What is the purpose of a base case in a recursive function?
Introduction to recursion
Easy
A.To create a new function
B.To repeat the first call
C.To increase the input size
D.To stop the recursive calls
Correct Answer: To stop the recursive calls
Explanation:
A base case provides a stopping condition so that the recursive calls do not continue indefinitely.
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3What is the maximum number of children that a node in a binary tree can have?
Binary trees
Easy
A.Two
B.Four
C.Three
D.One
Correct Answer: Two
Explanation:
Each node in a binary tree can have at most two children, usually called the left child and right child.
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4Which statement describes a complete binary tree?
Complete binary trees
Easy
A.All levels except possibly the last are full
B.Only the root may have children
C.Every level contains the same values
D.Every node has exactly two children
Correct Answer: All levels except possibly the last are full
Explanation:
In a complete binary tree, all levels except possibly the last are full, and the last level is filled from left to right.
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5In an extended binary tree, what replaces each missing child of an original node?
Extended binary trees
Easy
A.A parent node
B.A duplicate node
C.A root node
D.An external node
Correct Answer: An external node
Explanation:
An extended binary tree replaces every missing child with a special external node.
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6Which fields are commonly stored in a linked binary-tree node?
Linked memory representation of binary trees
Easy
A.Key, top, and stack size
B.Data, index, and array size
C.Front, rear, and queue size
D.Data, left link, and right link
Correct Answer: Data, left link, and right link
Explanation:
A linked binary-tree node normally stores data and links to its left and right children.
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7A binary tree stored in sequential memory is commonly represented using which structure?
Sequential memory representation of binary trees
Easy
A.A queue
B.A hash table
C.An array
D.A linked list
Correct Answer: An array
Explanation:
Sequential representation stores binary-tree nodes in an array according to their positions in the tree.
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8In a zero-based array representation of a binary tree, what is the index of the left child of a node at index ?
Sequential memory representation of binary trees
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
With zero-based indexing, the left child of the node at index is stored at index .
Incorrect! Try again.
9Which property is normally true for every node in a binary search tree with distinct keys?
Introduction to binary search trees
Easy
A.All leaf keys are smaller than the root
B.Left keys are smaller and right keys are larger
C.Both children always have equal keys
D.Left keys are larger and right keys are smaller
Correct Answer: Left keys are smaller and right keys are larger
Explanation:
In a binary search tree, smaller keys are stored in the left subtree and larger keys in the right subtree.
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10While searching a binary search tree, where should the search continue if the target is smaller than the current node's key?
Binary search tree searching
Easy
A.In the left subtree
B.In the right subtree
C.At the root again
D.At the deepest leaf
Correct Answer: In the left subtree
Explanation:
A smaller target can only appear in the left subtree because of the binary search tree ordering property.
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11Where is a new key normally placed during binary search tree insertion?
Binary search tree insertion
Easy
A.Between two sibling nodes
B.Directly above the root node
C.At an available leaf position
D.At the first array position
Correct Answer: At an available leaf position
Explanation:
Insertion follows the search-tree ordering rules until an empty child position is found for the new leaf.
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12What is the simplest case of deleting a node from a binary search tree?
Binary search tree deletion
Easy
A.Deleting a node with two children
B.Deleting the root node
C.Deleting a leaf node
D.Deleting a node with one child
Correct Answer: Deleting a leaf node
Explanation:
A leaf has no children, so it can be removed without reconnecting any child subtree.
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13When deleting a binary search tree node with two children, which value can replace it?
Binary search tree deletion
Easy
A.Its leftmost ancestor
B.Its in-order successor
C.Its original parent
D.Its deepest descendant
Correct Answer: Its in-order successor
Explanation:
A node with two children can be replaced by its in-order successor, which is the smallest key in its right subtree.
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14What is the visiting order of recursive in-order traversal?
In-order traversal using recursion
Easy
A.Right, root, left
B.Left, root, right
C.Left, right, root
D.Root, left, right
Correct Answer: Left, root, right
Explanation:
In-order traversal recursively visits the left subtree, then the root, and finally the right subtree.
Incorrect! Try again.
15What is the visiting order of recursive pre-order traversal?
Pre-order traversal using recursion
Easy
A.Left, right, root
B.Left, root, right
C.Root, left, right
D.Right, left, root
Correct Answer: Root, left, right
Explanation:
Pre-order traversal visits the root before recursively visiting the left and right subtrees.
Incorrect! Try again.
16What is the visiting order of recursive post-order traversal?
Post-order traversal using recursion
Easy
A.Left, root, right
B.Root, right, left
C.Left, right, root
D.Root, left, right
Correct Answer: Left, right, root
Explanation:
Post-order traversal recursively visits both subtrees before visiting the root.
Incorrect! Try again.
17What is the minimum number of moves required to solve Towers of Hanoi with disks?
Recursive implementation of Towers of Hanoi
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
The recursive Towers of Hanoi solution requires a minimum of moves for disks.
Incorrect! Try again.
18In Towers of Hanoi, which disk may be placed on top of a larger disk?
Recursive implementation of Towers of Hanoi
Easy
A.A smaller disk
B.A larger disk
C.Any selected disk
D.The bottom disk
Correct Answer: A smaller disk
Explanation:
The rules allow a smaller disk to be placed on a larger disk, but never a larger disk on a smaller one.
Incorrect! Try again.
19What does merge sort do after recursively sorting two halves of a list?
Merge sort
Easy
A.Reverses the sorted halves
B.Deletes one sorted half
C.Shuffles the sorted halves
D.Merges the sorted halves
Correct Answer: Merges the sorted halves
Explanation:
Merge sort combines the two sorted halves into one sorted list during its merge step.
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20Which element is selected to divide data into partitions in quick sort?
Quick sort
Easy
A.A sentinel
B.A successor
C.A pivot
D.A pointer
Correct Answer: A pivot
Explanation:
Quick sort selects a pivot and partitions the remaining elements according to whether they are smaller or larger.
Incorrect! Try again.
21Consider the recursive function:
f(n) = n + f(n - 2) for , with f(0) = 0 and f(1) = 1.
What is the value of f(6)?
Introduction to recursion
Medium
A.21
B.9
C.12
D.15
Correct Answer: 12
Explanation:
The calls produce .
Incorrect! Try again.
22A recursive algorithm makes one call with input and performs constant work during each call. Which recurrence and time complexity describe it?
Introduction to recursion
Medium
A.,
B.,
C.,
D.,
Correct Answer: ,
Explanation:
The input decreases by one per call, so there are approximately calls, each doing constant work.
Incorrect! Try again.
23A binary tree has 18 nodes. If every node except the root has exactly one incoming edge, how many edges does the tree contain?
Binary trees
Medium
A.19
B.17
C.18
D.36
Correct Answer: 17
Explanation:
Every non-root node contributes one parent-child edge. Therefore, a tree with nodes has edges.
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24A complete binary tree contains 10 nodes stored in level order. At which zero-based array index will the next inserted node be placed?
Complete binary trees
Medium
A.11
B.9
C.10
D.20
Correct Answer: 10
Explanation:
In a sequential representation, occupied indices are through , so the next node is placed at index .
Incorrect! Try again.
25An extended binary tree is formed by replacing every null child pointer with an external node. If the original binary tree has 12 internal nodes, how many external nodes are added?
Extended binary trees
Medium
A.12
B.24
C.13
D.11
Correct Answer: 13
Explanation:
In an extended binary tree, the number of external nodes is one greater than the number of internal nodes, so .
Incorrect! Try again.
26A node in a linked binary tree has fields data, left, and right. If left is null and right points to another node, what does this indicate?
Linked memory representation of binary trees
Medium
A.The node has only a right child
B.The node has only a left child
C.The node is necessarily a leaf
D.The node is necessarily the root
Correct Answer: The node has only a right child
Explanation:
A null left pointer means there is no left child, while the non-null right pointer identifies a right child.
Incorrect! Try again.
27A binary tree is stored in a one-based array. If a node is stored at index 7, where are its left and right children stored, assuming both exist?
Sequential memory representation of binary trees
Medium
A.Indices 13 and 14
B.Indices 15 and 16
C.Indices 7 and 8
D.Indices 14 and 15
Correct Answer: Indices 14 and 15
Explanation:
For one-based storage, the children of index are at and . For , they are 14 and 15.
Incorrect! Try again.
28Which sequence could be the in-order traversal of a binary search tree containing the keys 10, 4, 15, 7, and 12?
Introduction to binary search trees
Medium
A.4, 10, 7, 12, 15
B.4, 7, 10, 12, 15
C.10, 4, 7, 15, 12
D.15, 12, 10, 7, 4
Correct Answer: 4, 7, 10, 12, 15
Explanation:
An in-order traversal of a binary search tree visits its keys in ascending order.
Incorrect! Try again.
29A binary search tree is formed by inserting 50, 30, 70, 20, 40, 60, and 80 in that order. Which keys are compared when searching for 60?
Binary search tree searching
Medium
A.50, 30, 60
B.50, 70, 60
C.50, 70, 80
D.50, 30, 40
Correct Answer: 50, 70, 60
Explanation:
Since , the search moves right to 70. Since , it then moves left to 60.
Incorrect! Try again.
30The keys 40, 20, 60, 10, 30, and 50 are inserted into an empty binary search tree in that order. Where will key 55 be inserted?
Binary search tree insertion
Medium
A.As the left child of 50
B.As the right child of 60
C.As the left child of 60
D.As the right child of 50
Correct Answer: As the right child of 50
Explanation:
The insertion path is . Since , it becomes the right child of 50.
Incorrect! Try again.
31In a binary search tree, a node with two children is deleted by replacing it with its in-order successor. Which node is selected as the successor?
Binary search tree deletion
Medium
A.The maximum node in its right subtree
B.The parent node of the deleted node
C.The minimum node in its right subtree
D.The minimum node in its left subtree
Correct Answer: The minimum node in its right subtree
Explanation:
The in-order successor is the smallest key greater than the deleted key, found at the leftmost node of the right subtree.
Incorrect! Try again.
32A binary search tree is formed by inserting 40, 20, 60, 10, 30, and 50. If node 60 is deleted, which key directly replaces it using the standard one-child deletion rule?
Binary search tree deletion
Medium
A.40
B.50
C.30
D.10
Correct Answer: 50
Explanation:
Node 60 has one child, 50. Deleting a one-child node connects its parent directly to that child.
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33A binary tree has root A. Its left child B has children D and E, while its right child C has only a left child F. What is its recursive in-order traversal?
In-order traversal using recursion
Medium
A.D, B, E, A, F, C
B.D, E, B, F, C, A
C.B, D, E, A, C, F
D.A, B, D, E, C, F
Correct Answer: D, B, E, A, F, C
Explanation:
In-order traversal follows left subtree, root, then right subtree. Applying this recursively gives D, B, E, A, F, C.
Incorrect! Try again.
34A binary tree has root 8. Its left subtree is rooted at 4 with children 2 and 6, and its right subtree is rooted at 12 with left child 10. What is its recursive pre-order traversal?
Pre-order traversal using recursion
Medium
A.2, 4, 6, 8, 10, 12
B.2, 6, 4, 10, 12, 8
C.8, 12, 10, 4, 6, 2
D.8, 4, 2, 6, 12, 10
Correct Answer: 8, 4, 2, 6, 12, 10
Explanation:
Pre-order traversal visits the root, then the left subtree, and finally the right subtree.
Incorrect! Try again.
35A binary tree has root M. Its left child G has children D and J, and its right child T has only a right child W. What is its recursive post-order traversal?
Post-order traversal using recursion
Medium
A.J, D, G, W, M, T
B.D, J, G, W, T, M
C.D, G, J, T, W, M
D.M, G, D, J, T, W
Correct Answer: D, J, G, W, T, M
Explanation:
Post-order traversal processes the left subtree, the right subtree, and then the root, producing D, J, G, W, T, M.
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36In the recursive Towers of Hanoi solution for 4 disks, how many disk moves are required to transfer all disks from the source peg to the destination peg?
Recursive implementation of Towers of Hanoi
Medium
A.12
B.16
C.8
D.15
Correct Answer: 15
Explanation:
The minimum number of moves for disks is . For 4 disks, this is .
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37To move Towers of Hanoi disks from peg A to peg C using peg B, what is the first major recursive operation?
Recursive implementation of Towers of Hanoi
Medium
A.Move the largest disk from A to B
B.Move disks from B to C using A
C.Move disks from A to B using C
D.Move disks from A to C using B
Correct Answer: Move disks from A to B using C
Explanation:
The top disks must first be moved to the auxiliary peg B so that the largest disk can move from A to C.
Incorrect! Try again.
38During merge sort, the sorted subarrays [2, 7, 9] and [1, 6, 8] are merged. What is the array after the first four elements have been selected?
Merge sort
Medium
A.[1, 6, 8, 2]
B.[1, 2, 6, 7]
C.[1, 2, 7, 9]
D.[2, 7, 1, 6]
Correct Answer: [1, 2, 6, 7]
Explanation:
Repeatedly comparing the front elements selects 1, then 2, then 6, and then 7.
Incorrect! Try again.
39Merge sort divides an array into two equal halves and spends linear time merging them. Which recurrence represents its running time?
Merge sort
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
There are two recursive calls on halves of size , followed by a merge operation taking time.
Incorrect! Try again.
40Using Lomuto partitioning on [4, 2, 7, 3, 6] with the final element 6 as the pivot, which array results immediately after partitioning?
Quick sort
Medium
A.[4, 2, 6, 3, 7]
B.[4, 2, 3, 6, 7]
C.[2, 3, 4, 6, 7]
D.[6, 2, 3, 4, 7]
Correct Answer: [4, 2, 3, 6, 7]
Explanation:
Lomuto partitioning moves values at most 6 before the pivot while preserving their encounter order here, giving [4, 2, 3, 6, 7].
Incorrect! Try again.
41Let , , and for . What are the value of and the maximum number of simultaneously active calls when evaluating using direct recursion?
Introduction to recursion
Hard
A. and 6 active calls
B. and 7 active calls
C. and 7 active calls
D. and 12 active calls
Correct Answer: and 7 active calls
Explanation:
The recurrence gives , , , , and . The deepest call chain is , containing 7 active calls.
Incorrect! Try again.
42A binary tree contains 20 nodes and exactly 7 leaf nodes. How many nodes in the tree have exactly one child?
Binary trees
Hard
A.5 nodes
B.6 nodes
C.8 nodes
D.7 nodes
Correct Answer: 7 nodes
Explanation:
For every binary tree, , where is the number of leaves and is the number of nodes with two children. Thus , and .
Incorrect! Try again.
43A complete binary tree has 1000 nodes and uses zero-based array indexing. Which statement correctly identifies its leaves and last internal node?
Complete binary trees
Hard
A.Leaves occupy indices 501 through 999; last internal index is 500
B.Leaves occupy indices 499 through 999; last internal index is 498
C.Leaves occupy indices 500 through 998; last internal index is 499
D.Leaves occupy indices 500 through 999; last internal index is 499
Correct Answer: Leaves occupy indices 500 through 999; last internal index is 499
Explanation:
With zero-based indexing, nodes at indices from through are leaves. For , this is indices 500 through 999, so the last internal node is at index 499.
Incorrect! Try again.
44An extended binary tree is formed by replacing every missing child link of an ordinary binary tree with an external node. If the original tree has 23 internal nodes, how many external nodes and total nodes does the extended tree contain?
Extended binary trees
Hard
A.24 external nodes and 47 total nodes
B.22 external nodes and 45 total nodes
C.46 external nodes and 69 total nodes
D.23 external nodes and 46 total nodes
Correct Answer: 24 external nodes and 47 total nodes
Explanation:
An extended binary tree with internal nodes has external nodes. Therefore, it has 24 external nodes and total nodes.
Incorrect! Try again.
45A linked binary tree has ordinary nodes, and every node stores two child pointers. Assuming absent children are represented by null pointers, how many null pointers exist?
Linked memory representation of binary trees
Hard
A. null pointers
B. null pointers
C. null pointers
D. null pointers
Correct Answer: null pointers
Explanation:
There are child-pointer fields. Since a tree with nodes has non-null child links, the number of null pointers is .
Incorrect! Try again.
46Using one-based sequential representation, a binary tree has a single node at depth 10, and that node is the rightmost possible node at that depth. What is the minimum array length required to represent it without compression?
Sequential memory representation of binary trees
Hard
A.2047 positions
B.1024 positions
C.2048 positions
D.1023 positions
Correct Answer: 2047 positions
Explanation:
In one-based representation, the rightmost node at depth has index . For depth 10, the index is .
Incorrect! Try again.
47Consider the BST with root 50, whose left subtree is rooted at 30 with right child 40 and left child 10, and whose right subtree is rooted at 80 with left child 70, where 70 has right child 75. How many key comparisons are required to successfully search for 75?
Binary search tree searching
Hard
A.5 comparisons
B.6 comparisons
C.3 comparisons
D.4 comparisons
Correct Answer: 4 comparisons
Explanation:
The search path is . Each visited node contributes one comparison, giving 4 comparisons.
Incorrect! Try again.
48Starting with an empty BST, insert the keys . How many comparisons are made while inserting key 34, counting the comparison at each visited node?
Binary search tree insertion
Hard
A.4 comparisons
B.6 comparisons
C.3 comparisons
D.5 comparisons
Correct Answer: 5 comparisons
Explanation:
The insertion path for 34 is , so 5 node-key comparisons are made.
Incorrect! Try again.
49A BST has root 50; its right subtree is rooted at 70, with left child 60 and right child 80; node 60 has left child 55 and right child 65. When deleting 50 using its in-order successor, what is the resulting root and the new left child of node 60?
Binary search tree deletion
Hard
A.Root 65; node 60 has left child 55
B.Root 60; node 60 has no left child
C.Root 55; node 60 has no left child
D.Root 60; node 60 has left child 55
Correct Answer: Root 55; node 60 has no left child
Explanation:
The in-order successor of 50 is the minimum node in its right subtree, namely 55. After copying 55 to the root, the original 55 is deleted from beneath 60, leaving 60 without a left child.
Incorrect! Try again.
50For the binary tree with root 8; left subtree rooted at 3 with children 1 and 6, where 6 has children 4 and 7; and right subtree rooted at 10 with right child 14, where 14 has left child 13, what is the recursive in-order traversal?
In-order traversal using recursion
Hard
A.1, 4, 7, 6, 3, 13, 14, 10, 8
B.1, 3, 4, 6, 7, 8, 10, 13, 14
C.8, 1, 3, 4, 6, 7, 10, 13, 14
D.8, 3, 1, 6, 4, 7, 10, 14, 13
Correct Answer: 1, 3, 4, 6, 7, 8, 10, 13, 14
Explanation:
In-order traversal recursively visits the left subtree, the root, and then the right subtree. Applying that order at every node gives the stated sequence.
Incorrect! Try again.
51Using the same tree with root 8; left subtree rooted at 3 with children 1 and 6, where 6 has children 4 and 7; and right subtree rooted at 10 with right child 14, where 14 has left child 13, what is the recursive pre-order traversal?
Pre-order traversal using recursion
Hard
A.8, 3, 1, 6, 4, 7, 10, 14, 13
B.1, 3, 4, 6, 7, 8, 10, 13, 14
C.8, 3, 1, 6, 4, 7, 10, 13, 14
D.8, 10, 14, 13, 3, 1, 6, 4, 7
Correct Answer: 8, 3, 1, 6, 4, 7, 10, 14, 13
Explanation:
Pre-order traversal visits the root before recursively traversing the left and right subtrees. Thus 8 is visited first, followed by the complete left subtree and then the right subtree.
Incorrect! Try again.
52Using the same tree with root 8; left subtree rooted at 3 with children 1 and 6, where 6 has children 4 and 7; and right subtree rooted at 10 with right child 14, where 14 has left child 13, what is the recursive post-order traversal?
Post-order traversal using recursion
Hard
A.8, 3, 1, 6, 4, 7, 10, 14, 13
B.1, 3, 4, 6, 7, 8, 10, 13, 14
C.1, 4, 7, 6, 3, 13, 14, 10, 8
D.4, 7, 6, 1, 3, 13, 14, 10, 8
Correct Answer: 1, 4, 7, 6, 3, 13, 14, 10, 8
Explanation:
Post-order traversal recursively visits the left subtree, the right subtree, and then the root. The root 8 is therefore the final visited node.
Incorrect! Try again.
53A standard recursive Towers of Hanoi implementation makes one recursive call for each smaller problem, performs one move, and makes another recursive call. Including calls with as invocations, how many total function calls and disk moves occur for ?
Recursive implementation of Towers of Hanoi
Hard
A.63 calls and 31 moves
B.31 calls and 15 moves
C.31 calls and 31 moves
D.63 calls and 63 moves
Correct Answer: 63 calls and 31 moves
Explanation:
The move count is , giving 31 moves. The call count satisfies with , giving .
Incorrect! Try again.
54What is the maximum number of element comparisons performed by standard top-down merge sort when sorting 10 elements, assuming each merge stops as soon as one subarray is exhausted?
Merge sort
Hard
A.19 comparisons
B.22 comparisons
C.25 comparisons
D.23 comparisons
Correct Answer: 23 comparisons
Explanation:
Using the exact recurrence , with , gives .
Incorrect! Try again.
55In a recursive merge sort implementation that splits until every subarray has one element, how many merge operations are performed when sorting 13 elements?
Merge sort
Hard
A.14 merge operations
B.13 merge operations
C.12 merge operations
D.11 merge operations
Correct Answer: 12 merge operations
Explanation:
The recursion forms a binary tree with 13 leaves, one for each single-element subarray. A full binary tree with 13 leaves has 12 internal nodes, and each internal node performs one merge.
Incorrect! Try again.
56Quick sort uses the last element as the pivot and Lomuto partitioning. What is the array immediately after partitioning around pivot 5?
Quick sort
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Lomuto partition preserves the relative order of elements moved below the pivot in this case. The values less than 5 become , followed by 5, with the remaining values after it.
Incorrect! Try again.
57Quick sort always chooses the first element as pivot and partitions a sorted array of 1024 distinct elements into subarrays of sizes 0 and 1023. What are the comparison count and maximum recursion depth?
Quick sort
Hard
A.1,048,576 comparisons and depth 1024
B.523,776 comparisons and depth 1024
C.524,800 comparisons and depth 1024
D.523,776 comparisons and depth 1023
Correct Answer: 523,776 comparisons and depth 1024
Explanation:
The comparisons are . Including the initial call, the chain contains 1024 recursive calls.
Incorrect! Try again.
58A two-way quick sort partition treats values equal to the pivot as belonging to the same side rather than separating them. On an array of identical values, which complexity pair is most accurate for the resulting recursion?
Quick sort
Hard
A.Time and stack
B.Time and stack
C.Time and stack
D.Time and stack
Correct Answer: Time and stack
Explanation:
Identical keys can produce maximally unbalanced partitions at every level. The recurrence becomes , while the recursive call chain has linear depth.
Incorrect! Try again.
59In a BST, a node with two children is deleted by replacing it with its in-order predecessor. If the predecessor has a left child but no right child, which structural operation is required after the replacement?
Binary search tree deletion
Hard
A.Attach the predecessor's left child to its former parent
B.Replace the predecessor with its right subtree
C.Attach the predecessor's right child to its former parent
D.Delete the predecessor without reconnecting any subtree
Correct Answer: Attach the predecessor's left child to its former parent
Explanation:
The in-order predecessor is the maximum node in the left subtree, so it cannot have a right child. If it has a left child, that child must replace the predecessor at its original position.
Incorrect! Try again.
60Starting with an empty BST, insert . What are the height in edges and the number of leaves in the resulting tree?
Binary search tree insertion
Hard
A.Height 4 and 4 leaves
B.Height 3 and 3 leaves
C.Height 3 and 4 leaves
D.Height 2 and 4 leaves
Correct Answer: Height 3 and 4 leaves
Explanation:
The longest paths are and , each containing 3 edges. The leaves are 10, 40, 65, and 80.
Incorrect! Try again.
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