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What is a cumulant really?

We can show the fourth cumulant with this diagram Cumulants are also called "connected" correlation functions, and it is so depicted in the diagram above. … So, moments quantify correlations in general (both connected and disconnected) whereas the cumulants quantify only the direct, simultaneous correlations (connected). …
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