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    發布日期: 2023-09-30
  • 語言: Matlab
  • 標簽: matlab??

資源簡介

matlab語言編寫的機器學習的各種常用算法,包括svm,adboost,bagging,svm,決策樹,貝葉斯準則等機器學習常用算法

資源截圖

代碼片段和文件信息

%?THE?SPIDER?Version?1.71?(24/7/2006)??--?Current?Repository
%
%?Basic?library?objects.?
%???data?????????-?Storing?input?data?and?output?results?
%???data_global??-?Implementation?of?data?object?that?limits?memory?overhead
%???algorithm????-?Generic?algorithm?object
%???group????????-?Groups?sets?of?objects?together?(algorithms?or?data)?
%???loss?????????-?Evaluates?loss?functions
%???get_mean?????-?Takes?mean?loss?over?groups?of?algs
%???chain????????-?Builds?chains?of?objects:?output?of?one?to?input?of?another
%???param????????-?To?train?and?test?different?hyperparameters?of?an?object
%???cv???????????-?Cross?validation?using?objects?given?data
%???kernel???????-?Evaluates?and?caches?kernel?functions
%???distance?????-?Evaluates?and?caches?distance?functions
%
%?Statistical?Tests?objects.
%???wilcoxon?????-?Wilcoxon?test?of?statistical?significance?of?results
%???corrt_test???-?Corrected?resampled?t-test?-?for?dependent?trials
%
%?Dataset?objects.
%???spiral???????-?Spiral?dataset?generator.
%???toy??????????-?Generator?of?dataset?with?only?a?few?relevant?features
%???toy2d????????-?Simple?2d?Gaussian?problem?generator
%???toyreg???????-?Linear?Regression?with?o?outputs?and?n?inputs?
%
%?Pre-Processing?objects
%???normalize????-?Simple?normalization?of?data
%???map??????????-?General?user?specified?mapping?function?of?data
%
%?Density?Estimation?objects.
%???parzen???????-?Parzen‘s?windows?kernel?density?estimator
%???indep????????-?Density?estimator?which?assumes?feature?independence
%???bayes????????-?Classifer?based?on?density?estimation?for?each?class
%???gauss????????-?Normal?distribution?density?estimator
%????????????????????
%?Pattern?Recognition?objects.
%???svm??????????-?Support?Vector?Machine?(svm)
%???c45??????????-?C4.5?for?binary?or?multi-class?
%???knn??????????-?k-nearest?neighbours
%???platt????????-?Conditional?Probability?estimation?for?margin?classifiers
%???mksvm????????-?Multi-Kernel?LP-SVM
%???anorm????????-?Minimize?the?a-norm?in?alpha?space?using?kernels
%???lgcz?????????-?Local?and?Global?Consistent?Learner?
%???bagging ?????-?Bagging?Classifier
%???adaboost?????-?ADABoost?method
%???hmm??????????-?Hidden?Markov?Model?
%???loom?????????-?Leave?One?Out?Machine?
%???l1???????????-?Minimize?l1?norm?of?w?for?a?linear?separator?
%???kde??????????-?Kernel?Dependency?Estimation:?general?input/output?machine
%???dualperceptron???????-?Kernel?Perceptron
%???ord_reg_perceptron???-?Ordinal?Regression?Perceptron?(Shen?et?al.)
%???splitting_perceptron?-?Splitting?Perceptron?(Shen?et?al.)
%???budget_perceptron????-?Sparse?online?Pereceptron?(Crammer?et?al.)
%???randomforest?-?Random?Forest?Decision?Trees?????????WEKA-Required
%???j48??????????-?J48?Decision?Trees?for?binary????????WEKA-Required
%
%?Multi-Class?and?Multi-label?objects.?
%???one_vs_rest??-?Voting?method?of?one?against?the?rest?(also?for?multi-label)
%???one_vs_one???-?Voting?method?of?one?against?one
%???mc

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----

?????文件???????2941??2004-03-31?10:40??spider_jul2406\spider\basic\@algorithm\algorithm.m

?????文件????????154??2003-05-12?14:38??spider_jul2406\spider\basic\@algorithm\am_i_data.m

?????文件???????1434??2003-05-12?14:38??spider_jul2406\spider\basic\@algorithm\display.m

?????文件???????1526??2003-05-12?14:38??spider_jul2406\spider\basic\@algorithm\display_simple.m

?????文件???????2111??2004-03-11?19:12??spider_jul2406\spider\basic\@algorithm\extract.m

?????文件????????254??2003-05-12?14:38??spider_jul2406\spider\basic\@algorithm\gen.m

?????文件????????155??2004-03-26?00:36??spider_jul2406\spider\basic\@algorithm\get_name.m

?????文件?????????56??2004-03-23?22:03??spider_jul2406\spider\basic\@algorithm\isdeferred.m

?????文件???????3354??2004-11-18?08:31??spider_jul2406\spider\basic\@algorithm\subsasgn.m

?????文件???????2943??2004-08-23?19:07??spider_jul2406\spider\basic\@algorithm\subsref.m

?????文件???????2211??2004-12-02?23:39??spider_jul2406\spider\basic\@algorithm\test.m

?????文件???????3690??2004-11-18?08:31??spider_jul2406\spider\basic\@algorithm\train.m

?????文件???????3929??2004-03-26?00:36??spider_jul2406\spider\basic\@algorithm\traintest.m

?????文件????????437??2003-05-12?14:38??spider_jul2406\spider\basic\@algorithm\traintests.m

?????文件???????1112??2006-07-24?15:44??spider_jul2406\spider\basic\@chain\chain.m

?????文件???????1461??2003-05-12?14:38??spider_jul2406\spider\basic\@chain\display.m

?????文件???????3417??2004-08-23?19:07??spider_jul2406\spider\basic\@chain\subsasgn.m

?????文件???????2998??2004-08-23?19:07??spider_jul2406\spider\basic\@chain\subsref.m

?????文件????????105??2003-05-12?14:38??spider_jul2406\spider\basic\@chain\testing.m

?????文件????????249??2003-05-12?14:38??spider_jul2406\spider\basic\@chain\training.m

?????文件???????2334??2006-07-24?15:44??spider_jul2406\spider\basic\@cv\cv.m

?????文件???????1829??2003-05-12?14:38??spider_jul2406\spider\basic\@cv\display.m

?????文件????????372??2003-05-12?14:38??spider_jul2406\spider\basic\@cv\get_name.m

?????文件???????3418??2004-08-23?19:07??spider_jul2406\spider\basic\@cv\subsasgn.m

?????文件???????3007??2004-08-23?19:07??spider_jul2406\spider\basic\@cv\subsref.m

?????文件????????640??2003-05-12?14:38??spider_jul2406\spider\basic\@cv\testing.m

?????文件???????4370??2006-02-08?13:08??spider_jul2406\spider\basic\@cv\training.m

?????文件????????720??2003-05-12?14:38??spider_jul2406\spider\basic\@data\concatenate.m

?????文件???????2514??2006-02-18?21:40??spider_jul2406\spider\basic\@data\data.asv

?????文件???????2569??2006-07-24?15:44??spider_jul2406\spider\basic\@data\data.m

............此處省略847個文件信息

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