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What are negative weight cycles in graphs?

An example of an AI chatbot conversation about negative weight cycles in graphs.

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You

What are negative weight cycles in graphs?

MagicBuddy
MagicBuddy

Negative weight cycles are cycles in a graph where the sum of the edge weights is negative, which can lead to infinite reductions in path costs.

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You

Can you give me an example of a negative weight cycle?

MagicBuddy
MagicBuddy

Sure! Consider a graph with three vertices A, B, and C. If the edges are A to B with weight 1, B to C with weight -2, and C to A with weight 1, the cycle A -> B -> C -> A has a total weight of 0, but if we adjust the weights slightly, we can create a negative cycle.

😀
You

How do negative weight cycles affect algorithms like Bellman-Ford?

MagicBuddy
MagicBuddy

The Bellman-Ford algorithm can detect negative weight cycles. If it finds one, it indicates that the shortest path cannot be determined because you can keep reducing the path cost indefinitely.

😀
You

Are there any real-world applications of negative weight cycles?

MagicBuddy
MagicBuddy

Yes, negative weight cycles can model situations like financial arbitrage, where you can exploit price differences to make a profit without risk.

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