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Alright, so now that I think have some more "mathematical maturity", I have decided to go back and review/re-learn multivariable calculus. I've just started, and have gotten to differentiation.
From what I have seen, most books state the following sufficient condition for differentiability:
A function [itex] f: \mathbb{R}^n \rightarrow \mathbb{R}^m [/itex] is differentiable at a point [itex] x [/itex] if all the partial derivatives of all the component functions of [itex] f [/itex] exist and are continuous at [itex] x [/itex], i.e. if [itex] f [/itex] is [itex] C^1 [/itex] at [itex] x [/itex].
Many books also seem to state the following necessary condition for differentiability:
If a function [itex] f: \mathbb{R}^n \rightarrow \mathbb{R}^m [/itex] is differentiable at a point [itex] x [/itex], then all directional derivatives of [itex] f [/itex] at [itex] x [/itex] exist.
Neither of these two conditions are both necessary AND sufficient, however, and I have seen examples showing this.
What I have not seen in any book, is a condition that is BOTH necessary AND sufficient. So, I was thinking about how to weaken the above sufficient condition, or strengthen the above necessary condition, in order to get something both necessary and sufficient.
Let me introduce some notation now. Let [itex] Df(x) [/itex] be the derivative of [itex] f [/itex] at [itex] x [/itex], and let [itex] D_{v}f(x) [/itex] be the direction derivative of [itex] f [/itex] at [itex] x [/itex] in the direction [itex] v [/itex].
I know that if a function [itex] f [/itex] is differentiable at [itex] x [/itex], then the [itex] D_{v}f(x) = Df(x) v [/itex]. In particular then, it is not enough for the directional derivatives of [itex] f [/itex] at [itex] x [/itex] to exist, but also we need the map [itex] v \rightarrow D_{v}f(x) [/itex] to be linear.
So I thought maybe a necessary and sufficient condition for differentiability is that all directional derivatives must exist, AND that the map [itex] v \rightarrow D_{v}f(x) [/itex] must be linear.
Is this true? I tried searching for this online but was unable to find what I was looking for. I have tried proving this myself, but I am having trouble with the proof. I also have not thought of a counterexample, either.
I have to go now, but I can indicate where I am getting stuck in my proof sometime tomorrow. In the meantime though, if anyone can answer my question and maybe suggest a hint, I'd appreciate it. Thanks for reading all of that!
From what I have seen, most books state the following sufficient condition for differentiability:
A function [itex] f: \mathbb{R}^n \rightarrow \mathbb{R}^m [/itex] is differentiable at a point [itex] x [/itex] if all the partial derivatives of all the component functions of [itex] f [/itex] exist and are continuous at [itex] x [/itex], i.e. if [itex] f [/itex] is [itex] C^1 [/itex] at [itex] x [/itex].
Many books also seem to state the following necessary condition for differentiability:
If a function [itex] f: \mathbb{R}^n \rightarrow \mathbb{R}^m [/itex] is differentiable at a point [itex] x [/itex], then all directional derivatives of [itex] f [/itex] at [itex] x [/itex] exist.
Neither of these two conditions are both necessary AND sufficient, however, and I have seen examples showing this.
What I have not seen in any book, is a condition that is BOTH necessary AND sufficient. So, I was thinking about how to weaken the above sufficient condition, or strengthen the above necessary condition, in order to get something both necessary and sufficient.
Let me introduce some notation now. Let [itex] Df(x) [/itex] be the derivative of [itex] f [/itex] at [itex] x [/itex], and let [itex] D_{v}f(x) [/itex] be the direction derivative of [itex] f [/itex] at [itex] x [/itex] in the direction [itex] v [/itex].
I know that if a function [itex] f [/itex] is differentiable at [itex] x [/itex], then the [itex] D_{v}f(x) = Df(x) v [/itex]. In particular then, it is not enough for the directional derivatives of [itex] f [/itex] at [itex] x [/itex] to exist, but also we need the map [itex] v \rightarrow D_{v}f(x) [/itex] to be linear.
So I thought maybe a necessary and sufficient condition for differentiability is that all directional derivatives must exist, AND that the map [itex] v \rightarrow D_{v}f(x) [/itex] must be linear.
Is this true? I tried searching for this online but was unable to find what I was looking for. I have tried proving this myself, but I am having trouble with the proof. I also have not thought of a counterexample, either.
I have to go now, but I can indicate where I am getting stuck in my proof sometime tomorrow. In the meantime though, if anyone can answer my question and maybe suggest a hint, I'd appreciate it. Thanks for reading all of that!