misc math appendix

[clarkedavida]

There are a number of things one should do to improve this appendix...

For starters, there are a number of linear algebra results (e.g. matrix derivatives, exp-tr-log formula) that you use regularly that you never proved. Maybe you can compare with the corresponding appendix in Gattringer and Lang.