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高斯過程,用于高斯回歸以及高斯分類,很好的源代碼

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代碼片段和文件信息

%?Calculates?for?xstar?x-coordinates?the?bestEstimate?and?the?95%
%?confidence?interval?(bounds)?for?a?Gaussian?process?regression.
%?Mark?Ebden?July?2008
%
%?Inputs:
%??k?-?a?handle?to?the?covariance?function
%??Xy?-?the?training?data?x-?and?y-coordinates
%??theta?-?the?GP?parameters?to?be?passed?to?the?covariance?function
%??????????(e.g.?length?scale?periodicity?etc.
%??sigma_n?-?the?noise?(optional?--?default?0)
%????NOTE:?sigma_n?should?be?left?as?zero?if?k?*already*?includes?the?noise?term?as?I?usually?do.
%??xstar?-?specify?the?x-coordinates?to?solve?for?(optional?--?default?is
%??????????to?let?the?algorithm?choose?them)
%??graphing?-?produce?a?plot?of?results?(optional)
%?????????????Default?is?to?plot?the?results?unless?the?function?outputs?were?asked?for
%
%?Outputs:
%?

?屬性????????????大小?????日期????時間???名稱
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?????文件???????2919??2012-10-27?12:15??gaussian\GPtutorial.m

?????文件???????2043??2011-03-31?11:51??gaussian\GPtutorialFcn.m

?????文件????????509??2011-02-03?12:23??gaussian\hypSample.m

?????文件???????1436??2010-11-09?18:03??gaussian\k_GP.m

?????文件????????599??2012-10-27?12:16??gaussian\stdRegion.m

?????文件???????2551??2012-04-27?14:23??gaussian\calcGP.m

?????目錄??????????0??2014-03-13?15:35??gaussian

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????????????????10057????????????????????7


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