Assume $w, a_1,a_2 \in \mathbb{R}^d$ and $\sigma = \dfrac{1}{1+e^{-x}}$ the sigmoid function. Is the following squared difference a convex function?
$$J(w)= (\sigma(w^Ta_1)\times \sigma(w^T a_2)-c)^2$$
where $c \in \mathbb{R}$ is some constant.
Assume $w, a_1,a_2 \in \mathbb{R}^d$ and $\sigma = \dfrac{1}{1+e^{-x}}$ the sigmoid function. Is the following squared difference a convex function?
$$J(w)= (\sigma(w^Ta_1)\times \sigma(w^T a_2)-c)^2$$
where $c \in \mathbb{R}$ is some constant.
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