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Issue 169 : linUCB Gaussian Mixture And Self-Normalized Noise Bound - #170
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FawadHa1der wants to merge 98 commits into
Open
FawadHa1der wants to merge 98 commits into
FawadHa1der wants to merge 98 commits into
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… + 2 * √(n * β n) * √W
… its uncertainty bonus
…initial design matrix
…ted squared-width sum equals the old sum plus the new final term at time n
…ted quadratic squared-width sum equals the old quadratic sum plus the new final term at time n
…bility statements
…ction LinUCB algorithm object and its process-level API.
…ra needed for ridge regression, widths, determinant ratios, and design-matrix updates.
…nts used by the regret proof
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This PR is dependent #168
This PR address #169
Review Probability.lean, TextbookMixture.lean, TextbookConfidenceBridge.lean for this PR