A Is the functional derivative a function or a functional

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The discussion centers on the nature of the functional derivative, specifically whether it is a function or a functional. Participants express confusion about the definitions and implications of functional derivatives, with some arguing that the derivative of a functional should produce a function, while others suggest it behaves like a functional. The conversation highlights the distinction between functionals and functions, noting that functionals map functions to numbers, while derivatives should yield new objects. There is also a debate about the terminology used, with some participants finding it confusing and seeking clarification on the relationship between variations and derivatives in this context. Overall, the thread emphasizes the need for a clearer understanding of the functional derivative's classification and properties.
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I am confused whether the functional derivative ($\delta F[f]/\delta f$) is itself a functional or whether it is only a function

The Wikipedia article is not very rigorous
https://en.wikipedia.org/wiki/Functional_derivative
but from the examples (like Thomas-Fermi density), it seems as if the derivative of a functional is a function, for example
$$\frac{\delta F[f]}{\delta f}= \int f^n(x) dx =n f^{n-1}(x)$$

However, I would expect it to be a functional in itself (in the same way that the derivative of a function is a function)
$$\frac{\delta F[f]}{\delta f}= \int f^n(x) dx =\int n f^{n-1}(x) dx$$
 
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A functional as I understand it is any function from a vector space into a field. Hence, every functional is always a function, but not vice versa.

What is a functional in your opinion?
What do you mean by functional derivative; ##y\longmapsto \dfrac{\partial F[y]}{\partial y(x)}## or ##F\longmapsto \dfrac{\partial F[y]}{\partial y(x)}## or simply the result ##\left. \dfrac{d}{d\varepsilon }\right|_{\varepsilon =0}F(y+\varepsilon \Phi)\;## in which case I'd ask what the variable is?
 
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I understand a functional to be a map from a space of functions to a number, as in my example above:
$$ F[f] = \int_a^b f^n(x) dx$$
A Functional gets a function as input and gives a number.

The functional derivative should (if I understand things correctly, which I probably don't) produce a new object from a functional (so the second of your options above) in the same way the derivative of a function produces a new object (the derivative function in 1D or the gradient function in a vector space).

My question is exactly that: What kind of object is the derivative of a functional, i.e., if I apply the "operator"
$$\partial/\partial f$$ to a functional $$F[f]$$, what is the result? A functional? An object that maps a function to a function (like a gradient maps a vector to a vector)?
 
It depends. From the functional I you create a new object, \delta I. Evaluating this at y gives you the linear functional
<br /> \delta I[y] : h \mapsto \left.\frac{d}{d\epsilon} I[y + \epsilon h]\right|_{\epsilon = 0}. Therefore \delta is a linear operator which maps a functional to a function from the space of functions to the space of linear functionals.
 
Thanks. But is this ##\delta I[h]## the same as ##\delta I[h]/\delta h##?
In analogy to functions, I would expect the first to be the equivalent of a total differential (in functional logic a variation) and the second to be equivalent to a derivative. I find the nomenclature quite confusing, to be honest.