Incremental Risk Minimization Algorithm
Incremental Risk Minimization Algorithm Incremental Regression with Polynomials ↑ Incremental (or on-line) learning regression is the process of adapting a model one example at a time without accumulating a batch of data. It has the advantages of allowing continuous adaptation to non-stationary environments, easily handling big data through stream processing, and a fixed low computation and memory demand. The easiest solution is to perform a gradient descent on a squared error metric with each new training example. But this solution does not work well for complex model struc...
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