LinUCB: Gaussian Mixture And Self-Normalized Noise Bound #169

Sub Issue 5: Gaussian Mixture And Self-Normalized Noise Bound
Scope: formalize the textbook method-of-mixtures step that turns fixed-direction exponential bounds into the determinant-ratio self-normalized event.