function?[Lhits]?=?ADABOOST_te（adaboost_modelte_func_handletest_settrue_labels）??
%??
%?ADABOOST?TESTING??
%??
%???[Lhits]?=?ADABOOST_te（adaboost_modelte_func_handletrain_set??
%??????????????????????????true_labels）??
%??
%????????????‘te_func_handle‘?is?a?handle?to?the?testing?function?of?a??
%????????????learning?（weak）?algorithm?whose?prototype?is?shown?below.??
%??
%????????????[Lhitserror_rate]?=?test_func（modeltest_setsample_weightstrue_labels）??
%?????????????????????model:?the?output?of?train_func??
%?????????????????????test_set:?a?KxD?dimensional?matrix?each?of?whose?row?is?a??
%?????????????????????????testing?sample?in?a?D?dimensional?feature?space.??
%?????????????????????sample_weights:???a?Dx1?dimensional?vector?the?i-th?entry??
%?????????????????????????of?which?denotes?the?weight?of?the?i-th?sample.??
%?????????????????????true_labels:?a?Dx1?dimensional?vector?the?i-th?entry?of?which??
??
%?????????????????????????is?the?label?of?the?i-th?sample.??
%?????????????????????L:?a?Dx1-array?with?the?predicted?labels?of?the?samples.??
%?????????????????????hits:?number?of?hits?calculated?with?the?comparison?of?L?and??
%?????????????????????????true_labels.??
%?????????????????????error_rate:?number?of?misses?divided?by?the?number?of?samples.??
%??
%????????????It?is?the?corresponding?testing??
%????????????module?of?the?function?that?is?specified?in?the?training?phase.??
%????????????‘test_set‘?is?a?NxD?matrix?where?N?is?the?number?of?samples??
%????????????in?the?test?set?and?D?is?the?dimension?of?the?feature?space.??
%????????????‘true_labels‘?is?a?Nx1?matrix?specifying?the?class?label?of??
%????????????each?corresponding?sample‘s?features?（each?row）?in?‘test_set‘.??
%????????????‘adaboost_model‘?is?the?model?that?is?generated?by?the?function??
%????????????‘ADABOOST_tr‘.??
%??
%????????????‘L‘?is?the?likelihoods?that?are?assigned?by?the?‘ADABOOST_te‘.??
%????????????‘hits‘?is?the?number?of?correctly?predicted?labels.??
%??
%?????????Specific?Properties?That?Must?Be?Satisfied?by?The?Function?pointed??
%?????????by?‘func_handle‘??
%?????????------------------------------------------------------------------??
%??
%?Notice:?Labels?must?be?positive?integer?values?from?1?upto?the?number?classes.??
%??
%?Bug?Reporting:?Please?contact?the?author?for?bug?reporting?and?comments.??
%??
%?Cuneyt?Mertayak??
%?email:?cuneyt.mertayak@gmail.com??
%?version:?1.0??
%?date:?21/05/2007??
%??
??
hypothesis_n?=?length（adaboost_model.weights）;??
sample_n?=?size（test_set1）;??
class_n?=?length（unique（true_labels））;??
temp_L?=?zeros（sample_nclass_nhypothesis_n）;???%?likelihoods?for?each?weak?classifier??
??
%?for?each?weak?classifier?likelihoods?of?test?samples?are?collected??
for?i=1:hypothesis_n??
????[temp_L（::i）hitserror_rate]?=?te_func_handle（adaboost_model.parameters{i}test_setones（sample_n1）true_labels）;??
????temp_L（::i）?=?temp_L（::i）*adaboost_model.weights（i）;

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2018-03-21?09:26??adaboost\
?????文件????????3078??2018-03-21?08:39??adaboost\ADABOOST_te.m
?????文件????????4798??2018-03-21?08:38??adaboost\ADABOOST_tr.m
?????文件????????2127??2018-03-20?16:37??adaboost\demo.m
?????文件?????????926??2018-03-21?08:39??adaboost\likelihood2class.m
?????文件????????1622??2018-03-21?08:37??adaboost\threshold_te.m
?????文件????????2586??2018-03-21?08:37??adaboost\threshold_tr.m