非线性典型相关分析（NLCCA）与非线性奇异谱分析（NLSSA）及NLPCA

hillside

        以下介绍加拿大不列颠哥伦比亚大学的非线性典型相关分析（NLCCA）与非线性奇异谱分析（NLSSA）及非线性主成分（NLPCA）兼收并蓄的集成程序包Neuralnets for Multivariate And Time Series Analysis (NeuMATSA)， 这三种方法在《气候变率诊断和预测方法》（吴洪宝等著）中均有介绍 。有兴趣者可点击本帖页底表格申请下载软件。
                            http://www.ocgy.ubc.ca/projects/clim.pred/download.html

                  Neuralnets for Multivariate And Time Series Analysis (NeuMATSA)
MATLAB codes for:Nonlinear Principal Component Analysis (NLPCA)
Nonlinear Canonical Correlation Analysis (NLCCA) (**** Bug report (2008/1/27) **** ).
Nonlinear Singular Spectrum Analysis (NLSSA)

The latest release (version 5.0) became available in Oct. 2007. [The major improvements over the previous version are: (1) The appropriate weight penalty parameters are now objectively determined by the codes. (2) Robust options have been introduced in the codes to handle noisy datasets containing outliers.]The programs are free software, under the terms of the GNU General Public License as published by the Free Software Foundation. The codes are written inMATLAB and use its Optimization Toolbox.

First download the manual:
Hsieh, W.W., 2008. Neuralnets for Multivariate And Time Series Analysis (NeuMATSA): A User Manual (in PDF format).
Next download the 2004 general review paper and more recent paper(s) of relevance:
Hsieh, W.W., 2004. Nonlinear multivariate and time series analysis by neural network methods. Reviews of Geophysics, 42, RG1003, doi:10.1029/2002RG000112. (reprint with typos corrected in PDF)

Hsieh, W.W., 2007. Nonlinear principal component analysis of noisy data. Neural Networks, 20: 434-443. DOI 10.1016/j.neunet.2007.04.018. (preprint in PDF)

Cannon, A.J. and W.W. Hsieh, 2008. Robust nonlinear canonical correlation analysis: application to seasonal climate forecasting. Nonlinear Processes in Geophysics, 15: 221-232. (preprint in PDF)

Some of the papers written by our group referenced in this review paper can be downloaded at the site http://www.ocgy.ubc.ca/~william/pubs.html.


For Nonlinear Complex Principal Component Analysis (NLCPCA), Sanjay Rattan (e-mail: "srattan" followed by "@ualberta.ca") converted the NLPCA code to complex variables. There is no written manual other than a file manual.m attached to the Matlab codes. The relevant publication is:
Rattan, S.S.P. and Hsieh, W.W., 2005. Complex-valued neural networks for nonlinear complex principal component analysis. Neural Networks, 18: 61-69, DOI:10.1016/j.neunet.2004.08.002. (preprint in PDF).

Finally fill out a registration form, so we can notify you of any problems or upgrades: Fill registration form.Once the registration form is completed you will be able to download the codes.

以下为我提交申请表之后，页面自动转为文件可下载状态。申请非常方便，有如即开型彩票。
Data AcceptedMailing list subscriptionInformation regarding your subscription to 'registrant_email@eos.ubc.ca' will be sent to the email address ……@………….Mailing list subscription failed, could not connect to mail serverSend email to majordomo@eos.ubc.ca with the body
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Finally download the codes:

(These files are in tar format. Use the unix tar command to decompress them, each expanding out to a directory of files.)

Latest release (version 5.0):
NLPCA (Nonlinear Principal Component Analysis) (version 5.0)
NLPCA.cir (Nonlinear Principal Component Analysis with a Circular bottleneck neuron) (version 5.0) [also used for nonlinear singular spectrum analysis]
NLCCA (Nonlinear Canonical Correlation Analysis) (version 5.0)
NLCPCA (Nonlinear Complex Principal Component Analysis) (version 2004.1) [contributed by Sanjay Rattan]

Previous release (version 3.1):
Version 3.1 is compatible with MATLAB 7. However, some of the function M-files available in Matlab 6 and 6.5 have been dropped in MATLAB 7. So if you are running on MATLAB 7, you probably need to download Missing-M-files.
NLPCA (Nonlinear Principal Component Analysis) (version 3.1)
NLPCA.cir (Nonlinear Principal Component Analysis with a Circular bottleneck neuron) (version 3.1) [also used for nonlinear singular spectrum analysis]
NLCCA (Nonlinear Canonical Correlation Analysis) (version 3.1)

lovjiangyp

我去，最讨厌英文了

hillside

lovjiangyp 发表于 2013-12-22 16:25

                               
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我去，最讨厌英文了

有比没有好。这三个前沿的程序目前在中文世界你见不着一个。只有等其他懂E文的网友消化之后，你再来学习使用。

meteorologist

把代码也共享一下吧

hillside

meteorologist 发表于 2013-12-23 08:55

                               
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把代码也共享一下吧

只要填一个简单信息，不需等待，就立即可以下载，举手之劳。直接共享恐不符合开发者想法，让他们知道更多的人在使用他们的程序可能更有意义。

zihan6688

谢谢楼主的无私奉献，代码我就自己去下载了

心语

请问楼主知道哪边可以下载到BP-CCA或ECC的程序吗？

hillside

心语 发表于 2014-5-24 21:09
请问楼主知道哪边可以下载到BP-CCA或ECC的程序吗？

这我不清楚了。

daweilee1989

好东西 谢谢分享  

夏日里的星星沙

楼主好腻害！