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What is the time complexity of common graph operations?

An example of an AI chatbot conversation about the complexity of graph operations.

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You

What is the time complexity of common graph operations?

MagicBuddy
MagicBuddy

The time complexity varies by operation. For example, adding a vertex is O(1), while adding an edge is O(1) for adjacency lists and O(V) for adjacency matrices.

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You

What about searching for a node?

MagicBuddy
MagicBuddy

Searching for a node in an unweighted graph using BFS or DFS is O(V + E), where V is vertices and E is edges.

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You

And what about Dijkstra's algorithm?

MagicBuddy
MagicBuddy

Dijkstra's algorithm has a time complexity of O((V + E) log V) when using a priority queue.

😀
You

Can you explain why the complexity differs between representations?

MagicBuddy
MagicBuddy

Yes! The representation affects how quickly you can access edges and vertices, impacting overall operation efficiency.

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