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Online algorithms refer to computations that are performed iteratively, with data arriving during the computation. Online learning are methods which works when the data arrives. For questions focusing on the Internet, please use the "internet" tag.
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Nonlinear Dynamic Online Classification: Looking for an Algorithm
If you want it to be a non-linear model, how about a simple neural network with two input neurons, and the output layer having the number of labels possible (or if you are using a regression model, us …