The paper proves opt_ag,weak(F, eta) = O((k ln k) opt_std(F) + k eta), matching the known lower bound, and develops a new operation-caps model for mistake-bounded online learning.
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Mistake-bounded online learning with operation caps
The paper proves opt_ag,weak(F, eta) = O((k ln k) opt_std(F) + k eta), matching the known lower bound, and develops a new operation-caps model for mistake-bounded online learning.