For the fat dot you can use \bullet
the plus might be \textadvanced
or a \textsubplus
For future reference use How to look up a symbol or identify a math symbol or character?
Now if you some day, even through the above question/answer set, cannot find the symbol in any existing LaTeX, you can always draw it yourself.
I don't know if this is the proper way to do it, but here's what I came up with:
\documentclass[border=5pt]{standalone}
\usepackage[utf8]{inputenc}
\usepackage[T1]{fontenc}
\usepackage{tikz}
\newcommand{\fatterdot}{\raisebox{0.25ex}{\tikz\filldraw[black,x=2pt,y=2pt] (0,0) circle (1);}}
\newcommand{\fatplus}{\raisebox{0ex}{\tikz\filldraw[black,x=2pt,y=2pt] (0,0) -- ++(1,0) -- ++(0,1) -- ++(1,0) -- ++(0,-1) -- ++(1,0) -- ++(0,-1) -- ++(-1,0) -- ++(0,-1) -- ++(-1,0) -- ++(0,1) -- ++(-1,0) -- cycle;}}
\begin{document}
$\Gamma\fatterdot \Delta' = \Theta \fatplus \theta \fatterdot \beta^T$
\end{document}
Which produces:

As you can see this is much fatter plus's and dots. They are however not nice to use with different fonts and fontsizes.
amssymb
has\dotplus
. it's not bold as you describe.