Regression and Multiclass Classification Using Sparse Extreme Learning Machine via Smoothing Group <italic>L</italic><sub>1/2</sub> Regularizer

Regression and Multiclass Classification Using Sparse Extreme Learning Machine via Smoothing Group <italic>L</italic><sub>1/2</sub> Regularizer

Extreme learning machine (ELM) is a simple feedforward neural network, and it has been extensively used in applications for its extremely fast learning speed and good generalization performance. Nevertheless, it is implemented normally under the empirical risk minimization scheme and the model train...

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Bibliographic Details
Main Authors: Qinwei Fan, Lei Niu, Qian Kang
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Extreme learning machine
group <italic xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">L</italic>₁/₂ regularizer
smoothing approximation
sparse
Online Access:https://ieeexplore.ieee.org/document/9235314/

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https://ieeexplore.ieee.org/document/9235314/

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