%**************************************************************
%*?mex?interface?to?Andy?Liaw?et?al.‘s?C?code?（used?in?R?package?randomForest）
%*?Added?by?Abhishek?Jaiantilal?（?abhishek.jaiantilal@colorado.edu?）
%*?License:?GPLv2
%*?Version:?0.02
%
%?Calls?Classification?Random?Forest
%?A?wrapper?matlab?file?that?calls?the?mex?file
%?This?does?prediction?given?the?data?and?the?model?file
%?Options?depicted?in?predict?function?in?http://cran.r-project.org/web/packages/randomForest/randomForest.pdf
%**************************************************************
%function?[Y_hat?votes]?=?classRF_predict（Xmodel?extra_options）
%?requires?2?arguments
%?X:?data?matrix
%?model:?generated?via?classRF_train?function
%?extra_options.predict_all?=?predict_all?if?set?will?send?all?the?prediction.?
%
%
%?Returns
%?Y_hat?-?prediction?for?the?data
%?votes?-?unnormalized?weights?for?the?model
%?prediction_per_tree?-?per?tree?prediction.?the?returned?object?.
%???????????If?predict.all=TRUE?then?the?individual?component?of?the?returned?object?is?a?character
%???????????matrix?where?each?column?contains?the?predicted?class?by?a?tree?in?the?forest.
%
%
%?Not?yet?implemented
%?proximity

function?[Y_new?votes?prediction_per_tree]?=?classRF_predict（Xmodel?extra_options）
???tic;?
????if?nargin<2
		error（‘need?atleast?2?parametersX?matrix?and?model‘）;
????end
????
????if?exist（‘extra_options‘‘var‘）
????????if?isfield（extra_options‘predict_all‘）?
????????????predict_all?=?extra_options.predict_all;
????????end
????end
????
????if?~exist（‘predict_all‘‘var‘）;?predict_all=0;end
????????????
????????
????
	[Y_hatprediction_per_treevotes]?=?mexClassRF_predict（X‘model.nrnodesmodel.ntreemodel.xbestsplitmodel.classwtmodel.cutoffmodel.treemapmodel.nodestatusmodel.nodeclassmodel.bestvarmodel.ndbigtreemodel.nclass?predict_all）;
	%keyboard
????votes?=?votes‘;
????
????clear?mexClassRF_predict
????
????Y_new?=?double（Y_hat）;
????new_labels?=?model.new_labels;
????orig_labels?=?model.orig_labels;
????
????for?i=1:length（orig_labels）
????????Y_new（find（Y_hat==new_labels（i）））=Inf;
????????Y_new（isinf（Y_new））=orig_labels（i）;
????end
????
????1;
?????t?=?toc;
disp（[mfilename?‘總的運行時間為‘?num2str（t）]）

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

?????文件????????202??2011-05-28?23:40??RF_Class_C\c.mat

?????文件???????2228??2011-08-14?01:40??RF_Class_C\classRF_predict.m

?????文件??????14987??2011-08-14?00:02??RF_Class_C\classRF_train.asv

?????文件??????14895??2011-08-14?00:24??RF_Class_C\classRF_train.m

?????文件????????856??2011-05-28?23:40??RF_Class_C\Compile_Check

?????文件????????557??2011-05-28?23:40??RF_Class_C\compile_linux.m

?????文件???????1720??2011-05-28?23:40??RF_Class_C\compile_windows.asv

?????文件???????1740??2011-05-28?23:40??RF_Class_C\compile_windows.m

?????文件??????48856??2011-05-28?23:40??RF_Class_C\data\twonorm.mat

?????文件??????96300??2011-05-28?23:40??RF_Class_C\data\X_twonorm.txt

?????文件????????600??2011-05-28?23:40??RF_Class_C\data\Y_twonorm.txt

?????文件?????283471??2011-05-29?16:18??RF_Class_C\m.mat

?????文件???????2693??2011-05-28?23:40??RF_Class_C\Makefile

?????文件???????2523??2011-05-28?23:40??RF_Class_C\Makefile.windows

?????文件??????20992??2011-05-28?23:40??RF_Class_C\mexClassRF_predict.mexw32

?????文件??????26624??2011-05-28?23:40??RF_Class_C\mexClassRF_predict.mexw64

?????文件??????32256??2011-05-28?23:40??RF_Class_C\mexClassRF_train.mexw32

?????文件??????46080??2011-05-28?23:40??RF_Class_C\mexClassRF_train.mexw64

?????文件???????6848??2011-05-28?23:40??RF_Class_C\precompiled_rfsub\win32\rfsub.o

?????文件???????9840??2011-05-28?23:40??RF_Class_C\precompiled_rfsub\win64\rfsub.o

?????文件???????3255??2011-05-28?23:40??RF_Class_C\README.txt

?????文件???????9840??2011-05-28?23:40??RF_Class_C\rfsub.o

?????文件??????33889??2011-05-28?23:40??RF_Class_C\src\classRF.cpp

?????文件???????8947??2011-05-28?23:40??RF_Class_C\src\classTree.cpp

?????文件???????7678??2011-05-28?23:40??RF_Class_C\src\cokus.cpp

?????文件???????1189??2011-05-28?23:40??RF_Class_C\src\cokus_test.cpp

?????文件???????5225??2011-05-28?23:40??RF_Class_C\src\mex_ClassificationRF_predict.cpp

?????文件???????8545??2011-05-28?23:40??RF_Class_C\src\mex_ClassificationRF_train.cpp

?????文件???????4676??2011-05-28?23:40??RF_Class_C\src\qsort.c

?????文件???????5186??2011-05-28?23:40??RF_Class_C\src\rf.h

............此處省略21個文件信息