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工作环境
' t% ]3 Z2 y0 u5 G! [; D- 软件环境:Windows 7 Ultimate sp1、MatlabR2012b 32bit
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w% y) d& q) W( r! Q今天在使用matlab实现svm算法的时候,发现使用svmtrain函数报错:$ V; A9 ]0 ?& W/ A" ]* ~
Y must be a vector or a character array# S1 `& O5 S- B6 N3 m0 S
立马help svmtrain看看是否少什么东西,命令执行结果如下:
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6 q- j5 Y! E0 N' q) U7 X8 Q* t0 ]9 m! ~- help svmtrain
- svmtrain Train a support vector machine classifier
- SVMSTRUCT = svmtrain(TRAINING, Y) trains a support vector machine (SVM)
- classifier on data taken from two groups. TRAINING is a numeric matrix
- of predictor data. Rows of TRAINING correspond to observations; columns
- correspond to features. Y is a column vector that contains the known
- class labels for TRAINING. Y is a grouping variable, i.e., it can be a
- categorical, numeric, or logical vector; a cell vector of strings; or a
- character matrix with each row representing a class label (see help for
- groupingvariable). Each element of Y specifies the group the
- corresponding row of TRAINING belongs to. TRAINING and Y must have the
- same number of rows. SVMSTRUCT contains information about the trained
- classifier, including the support vectors, that is used by SVMCLASSIFY
- for classification. svmtrain treats NaNs, empty strings or 'undefined'
- values as missing values and ignores the corresponding rows in
- TRAINING and Y.
- ........; k4 t$ P, }3 Y& ?0 c, W/ Y
于是,网上找找资料,这一找不得了,发现大问题!按照参考文献的思路,应该是我的Matlab少了libsvm库,搞不好这个问题无解。幸好libsvm不是matlab自带的,而是需要下载编译的,需要的朋友可以从这https://www.csie.ntu.edu.tw/~cjlin/libsvm/下载。
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# `! V; e8 J6 V6 @1 i/ \- e+ x" m文件内容如下:* k- F( G% K8 E% x; i
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_$ P1 p7 L& {* N* }下载下来的是源代码,需要经过编译,查看README.md,可以发现:
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- Example:
- matlab>> mex -setup
- (ps: MATLAB will show the following messages to setup default compiler.)
- Please choose your compiler for building external inteRFace (MEX) files:
- Would you like mex to locate installed compilers [y]/n? y
- Select a compiler:
- [1] Microsoft Visual C/C++ version 7.1 in C:\Program Files\Microsoft Visual Studio
- [0] None
- Compiler: 1
- Please verify your choices:
- Compiler: Microsoft Visual C/C++ 7.1
- Location: C:\Program Files\Microsoft Visual Studio
- Are these correct?([y]/n): y
- matlab>> make
- On Unix systems, if neither make.m nor 'mex -setup' works, please use
- Makefile and type 'make' in a command window. Note that we assume
- your MATLAB is installed in '/usr/local/matlab'. If not, please change
- MATLABDIR in Makefile.
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于是赶紧将libsvm压缩包扔到matlab/toolbox/下面,然后定位到libsvm3.23文件夹,输入mex -setup,
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( O8 u0 \ E( S9 ]: _0 \3 g5 h- Select a compiler:
- [1] Lcc-win32 C 2.4.1 in E:\1_PROG~1\MATLAB~1\sys\lcc
- [0] None
- Compiler: mex -setup
- Please select from 0-1
- Compiler:
- Please select from 0-1
- Compiler: 1
- Please verify your choices:
- Compiler: Lcc-win32 C 2.4.1
- Location: E:\1_PROG~1\MATLAB~1\sys\lcc
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6 L9 X6 _+ d0 h& K) P+ ?% m: b6 c只有一个编译器!也就是matlab自带的编译器,于是只能选择该编译器,输入make,出来一堆错误:
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5 R( A; o6 L2 `8 m; U4 n9 F- >> make
- Error ..\svm.cpp: 15 syntax error; found `<' expecting `;'
- Error ..\svm.cpp: 15 skipping `<'
- Error ..\svm.cpp: 15 syntax error; found `T' expecting `;'
- Error ..\svm.cpp: 15 syntax error; found `>' expecting `;'
- Error ..\svm.cpp: 15 skipping `>'
- Error ..\svm.cpp: 15 syntax error; found `T' expecting `;'
- Error ..\svm.cpp: 15 syntax error; found `min' expecting `;'
- Error ..\svm.cpp: 15 syntax error; found `x' expecting `)'
- Error ..\svm.cpp: 15 skipping `x' `,' `T' `y'
- Error ..\svm.cpp: 15 undeclared identifier `x'
- Error ..\svm.cpp: 15 undeclared identifier `y'
- Warning ..\svm.cpp: 15 possible usage of x before definition
- Warning ..\svm.cpp: 15 possible usage of y before definition
- Error ..\svm.cpp: 18 syntax error; found `<' expecting `;'
- Error ..\svm.cpp: 18 skipping `<'
- Error ..\svm.cpp: 18 syntax error; found `T' expecting `;'
- Error ..\svm.cpp: 18 syntax error; found `>' expecting `;'
- Error ..\svm.cpp: 18 skipping `>'
- Error ..\svm.cpp: 18 syntax error; found `T' expecting `;'
- Error ..\svm.cpp: 18 syntax error; found `max' expecting `;'
- Error ..\svm.cpp: 18 syntax error; found `x' expecting `)'
- Error ..\svm.cpp: 18 skipping `x' `,' `T' `y'
- Error ..\svm.cpp: 18 too many errors
- E:\1_PROG~1\MATLAB~1\BIN\MEX.PL: Error: Compile of '..\svm.cpp' failed.
- Error: E:\1_Program_File\MatlabR2012b\toolbox\matlab\general\mex.m failed (line 206)
- Unable to complete successfully.
- => Please check README for detailed instructions.
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原因是lcc 编译器不支持c++,要使得matlab能够编译c++文件的话,只能安装第三方编译器比如微软的vsstudio或者vc++6.0以及mingw-w64,由于vs或者vc比较大我就没再折腾,倒是下载了mingw-w64的离线版,(在线安装版本下载不下来),但是离线版下载下来之后解压缩,死活都配置不好,matlab中就是不显示该编译器!我电脑中其实也有一个cl编译器也不了解如何去配置。最后无果,只能找一个编译好的libsvm32位版本,据说是在winxp下面编译的,通用性应该不错,试了试,可以成功运行!+ O* f$ d1 w, \( a' f( W
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