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极限学习机

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elm.zip （2个子文件）

ELM.m 9KB

ELM-Talk.pdf 1.11MB

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Outline

Extreme Learning Machine:

Learning Without Iterative Tuning

Guang-Bin HUANG

Associate Professor

School of Electrical and Electronic Engineering

Nanyang Technological University, Singapore

Talks in ELM2010 (Adelaide, Australia, Dec 7 2010), HP Labs (Palo Alto,

USA), Microsoft Research (Redmond, USA), UBC (Canada), Institute for

InfoComm Research (Singapore), EEE/NTU (Singapore)

ELM Web Portal: www.extreme-learning-machines.org Learning Without Iterative Tuning

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Outline

Feedforward Neural Networks

Single-Hidden Layer Feedforward Networks (SLFNs)

Function Approximation of SLFNs

Classiﬁcation Capability of SLFNs

Conventional Learning Algorithms of SLFNs

Support Vector Machines

Extreme Learning Machine

Generalized SLFNs

New Learning Theory: Learning Without Iterative Tuning

ELM Algorithm

Differences between ELM and LS-SVM

ELM and Conventional SVM

Online Sequential ELM

ELM Web Portal: www.extreme-learning-machines.org Learning Without Iterative Tuning

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ur-logo

Outline

Feedforward Neural Networks

Single-Hidden Layer Feedforward Networks (SLFNs)

Function Approximation of SLFNs

Classiﬁcation Capability of SLFNs

Conventional Learning Algorithms of SLFNs

Support Vector Machines

Extreme Learning Machine

Generalized SLFNs

New Learning Theory: Learning Without Iterative Tuning

ELM Algorithm

Differences between ELM and LS-SVM

ELM and Conventional SVM

Online Sequential ELM

ELM Web Portal: www.extreme-learning-machines.org Learning Without Iterative Tuning

tu-logo

ur-logo

Outline

Feedforward Neural Networks

Single-Hidden Layer Feedforward Networks (SLFNs)

Function Approximation of SLFNs

Classiﬁcation Capability of SLFNs

Conventional Learning Algorithms of SLFNs

Support Vector Machines

Extreme Learning Machine

Generalized SLFNs

New Learning Theory: Learning Without Iterative Tuning

ELM Algorithm

Differences between ELM and LS-SVM

ELM and Conventional SVM

Online Sequential ELM

ELM Web Portal: www.extreme-learning-machines.org Learning Without Iterative Tuning

tu-logo

ur-logo

Outline

Feedforward Neural Networks

Single-Hidden Layer Feedforward Networks (SLFNs)

Function Approximation of SLFNs

Classiﬁcation Capability of SLFNs

Conventional Learning Algorithms of SLFNs

Support Vector Machines

Extreme Learning Machine

Generalized SLFNs

New Learning Theory: Learning Without Iterative Tuning

ELM Algorithm

Differences between ELM and LS-SVM

ELM and Conventional SVM

Online Sequential ELM

ELM Web Portal: www.extreme-learning-machines.org Learning Without Iterative Tuning

评论收藏

内容反馈

zhangchengkundon

2013-11-15

谢谢分享，调用可以直接用，
z1742274255

2013-12-27

看了一下，不太明确里面的用途。
雨絮风轻

2015-05-02

还在研究中，还没显示出来
yiyifanfan

2014-09-23

这主要是一个函数没有数据不过内容还是不错的
yiyiezhouzhou

2014-10-09

已经调通，非常实用。

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