Which data structure is typically used for implementing Breadth-First Search (BFS) in graphs?StackQueueHeapLinked list
Question
Which data structure is typically used for implementing Breadth-First Search (BFS) in graphs?StackQueueHeapLinked list
Solution 1
The data structure typically used for implementing Breadth-First Search (BFS) in graphs is a Queue.
Here's why:
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BFS starts traversal from the root node (or any arbitrary node of a graph, also known as the 'source node') and visits nodes in a level by level manner (i.e., visiting the ones closest to the root first).
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Each time a node is visited, all of its neighbours are added to a Queue of nodes to visit.
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Nodes are continuously dequeued until the queue is empty.
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The Queue data structure works on the principle of 'First In, First Out' (FIFO), which aligns perfectly with the level-by-level traversal that BFS needs to do.
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Therefore, a Queue is the most suitable data structure for BFS.
Note: Stack, Heap, and Linked list are not typically used for BFS. A Stack is used for Depth-First Search (DFS), Heap is used for Priority Queue, and Linked list can be used for implementing Stack or Queue.
Solution 2
The data structure typically used for implementing Breadth-First Search (BFS) in graphs is a Queue.
Here is the step by step process:
- Start by putting any one of the graph's vertices on top of a queue.
- Take the front item of the queue and add it to the visited list.
- Create a list of that vertex's adjacent nodes. Add the ones which aren't in the visited list to the back of the queue.
- Keep repeating steps 2 and 3 until the queue is empty.
The queue is used in BFS because it works by visiting a node's neighbours before visiting the neighbours' neighbours. This is also known as level order traversal in trees. The queue follows the First In First Out (FIFO) queuing method, and therefore, the neighbors of the node will be visited in the order in which they were inserted into the node i.e., the node that was inserted first will be visited first, and so on.
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