On Least Learning Machine

Shitong Wang · 2010

In this paper,the link among extreme learning machine(ELM) for single-layer feedforward neural network(SLFN)and ridge regression and centered ridge regression is theoretically revealed,and accordingly,least learning machine(LLM) is proposed for SLFN.By using iteratively kernelized PCAs + centered ridge regression,LLM for multi-layer feedforward neural network with kernel activation functions is theoretically developed with keeping the same advantage of ELM and LLM for SLFN.

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