文件名称:cuSVMVCcode
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基于GPU计算的SVM,VC++源码,包括详细文档说明文件。借用了GPU编程的优势,该代码据作者说比常规的libsvm等算法包的训练速度快13-73倍,预测速度快22-172倍。希望对大家有用-cuSVM is a software package for high-speed (Gaussian-kernelized) Support Vector Machine training and prediction that exploits the massively parallel processing power of Graphics Processors (GPUs). cuSVM is written in NVIDIA s CUDA C-language GPU programming environment, includes implementations of both classification and regression, and performs SVM training (prediction) at 13-73 (22-172) times the rate of state of the art CPU software. Moreover, cuSVM features a Matlab MEX wrapper so that users can access the GPU s power without having to do any "real" programming.
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下载文件列表
cuSVM/cuSVM Documentation.pdf
cuSVM/cuSVM.ncb
cuSVM/cuSVM.sln
cuSVM/cuSVM.suo
cuSVM/cuSVMPredict/cuSVMPredict.cpp
cuSVM/cuSVMPredict/cuSVMPredict.ncb
cuSVM/cuSVMPredict/cuSVMPredict.vcproj
cuSVM/cuSVMPredict/cuSVMPredict.vcproj.LEVON.austin.user
cuSVM/cuSVMPredict/cuSVMPredictKernel.cu
cuSVM/cuSVMPredict/cuSVMPredictKernel.linkinfo
cuSVM/cuSVMPredict/Debug/BuildLog.htm
cuSVM/cuSVMPredict/Debug/cuSVMPredict.obj
cuSVM/cuSVMPredict/Debug/cuSVMPredictDebug.exp
cuSVM/cuSVMPredict/Debug/cuSVMPredictDebug.lib
cuSVM/cuSVMPredict/Debug/cuSVMPredictDebug.mexw32
cuSVM/cuSVMPredict/Debug/cuSVMPredictDebug.mexw32.intermediate.manifest
cuSVM/cuSVMPredict/Debug/cuSVMPredictDebug.pdb
cuSVM/cuSVMPredict/Debug/cuSVMPredictKernel.obj
cuSVM/cuSVMPredict/Debug/mt.dep
cuSVM/cuSVMPredict/Debug/vc80.idb
cuSVM/cuSVMPredict/Debug/vc80.pdb
cuSVM/cuSVMPredict/PredictModule.def
cuSVM/cuSVMPredict/Release/BuildLog.htm
cuSVM/cuSVMPredict/Release/cuSVMPredict.exp
cuSVM/cuSVMPredict/Release/cuSVMPredict.lib
cuSVM/cuSVMPredict/Release/cuSVMPredict.mexw32
cuSVM/cuSVMPredict/Release/cuSVMPredict.mexw32.intermediate.manifest
cuSVM/cuSVMPredict/Release/cuSVMPredict.obj
cuSVM/cuSVMPredict/Release/cuSVMPredict.pdb
cuSVM/cuSVMPredict/Release/cuSVMPredictKernel.obj
cuSVM/cuSVMPredict/Release/mt.dep
cuSVM/cuSVMPredict/Release/vc80.idb
cuSVM/cuSVMPredict/Release/vc80.pdb
cuSVM/cuSVMPredict/vc80.pdb
cuSVM/cuSVMTrain/cuSVMSolver.cu
cuSVM/cuSVMTrain/cuSVMTrain.cpp
cuSVM/cuSVMTrain/cuSVMTrain.vcproj
cuSVM/cuSVMTrain/cuSVMTrain.vcproj.LEVON.austin.user
cuSVM/cuSVMTrain/Debug/BuildLog.htm
cuSVM/cuSVMTrain/Debug/cuSVMSolver.obj
cuSVM/cuSVMTrain/Debug/cuSVMTrain.obj
cuSVM/cuSVMTrain/Debug/cuSVMTrainDebug.exp
cuSVM/cuSVMTrain/Debug/cuSVMTrainDebug.lib
cuSVM/cuSVMTrain/Debug/cuSVMTrainDebug.mexw32
cuSVM/cuSVMTrain/Debug/cuSVMTrainDebug.mexw32.intermediate.manifest
cuSVM/cuSVMTrain/Debug/cuSVMTrainDebug.pdb
cuSVM/cuSVMTrain/Debug/mt.dep
cuSVM/cuSVMTrain/Debug/vc80.idb
cuSVM/cuSVMTrain/Debug/vc80.pdb
cuSVM/cuSVMTrain/Release/BuildLog.htm
cuSVM/cuSVMTrain/Release/cuSVMSolver.obj
cuSVM/cuSVMTrain/Release/cuSVMTrain.exp
cuSVM/cuSVMTrain/Release/cuSVMTrain.lib
cuSVM/cuSVMTrain/Release/cuSVMTrain.mexw32
cuSVM/cuSVMTrain/Release/cuSVMTrain.mexw32.intermediate.manifest
cuSVM/cuSVMTrain/Release/cuSVMTrain.obj
cuSVM/cuSVMTrain/Release/cuSVMTrain.pdb
cuSVM/cuSVMTrain/Release/mt.dep
cuSVM/cuSVMTrain/Release/vc80.idb
cuSVM/cuSVMTrain/Release/vc80.pdb
cuSVM/cuSVMTrain/TrainModule.def
cuSVM/cuSVMTrain/vc80.pdb
cuSVM/inc/cuSVMutil.h
cuSVM/cuSVMPredict/Debug
cuSVM/cuSVMPredict/Release
cuSVM/cuSVMTrain/Debug
cuSVM/cuSVMTrain/Release
cuSVM/cuSVMPredict
cuSVM/cuSVMTrain
cuSVM/inc
cuSVM
15622223-CUSVM-A-CUDA-IMPLEMENTATION-OF-SUPPORT-VECTOR-CLASSIFICATION-AND-REGRESSION.pdf
cuSVM/cuSVM.ncb
cuSVM/cuSVM.sln
cuSVM/cuSVM.suo
cuSVM/cuSVMPredict/cuSVMPredict.cpp
cuSVM/cuSVMPredict/cuSVMPredict.ncb
cuSVM/cuSVMPredict/cuSVMPredict.vcproj
cuSVM/cuSVMPredict/cuSVMPredict.vcproj.LEVON.austin.user
cuSVM/cuSVMPredict/cuSVMPredictKernel.cu
cuSVM/cuSVMPredict/cuSVMPredictKernel.linkinfo
cuSVM/cuSVMPredict/Debug/BuildLog.htm
cuSVM/cuSVMPredict/Debug/cuSVMPredict.obj
cuSVM/cuSVMPredict/Debug/cuSVMPredictDebug.exp
cuSVM/cuSVMPredict/Debug/cuSVMPredictDebug.lib
cuSVM/cuSVMPredict/Debug/cuSVMPredictDebug.mexw32
cuSVM/cuSVMPredict/Debug/cuSVMPredictDebug.mexw32.intermediate.manifest
cuSVM/cuSVMPredict/Debug/cuSVMPredictDebug.pdb
cuSVM/cuSVMPredict/Debug/cuSVMPredictKernel.obj
cuSVM/cuSVMPredict/Debug/mt.dep
cuSVM/cuSVMPredict/Debug/vc80.idb
cuSVM/cuSVMPredict/Debug/vc80.pdb
cuSVM/cuSVMPredict/PredictModule.def
cuSVM/cuSVMPredict/Release/BuildLog.htm
cuSVM/cuSVMPredict/Release/cuSVMPredict.exp
cuSVM/cuSVMPredict/Release/cuSVMPredict.lib
cuSVM/cuSVMPredict/Release/cuSVMPredict.mexw32
cuSVM/cuSVMPredict/Release/cuSVMPredict.mexw32.intermediate.manifest
cuSVM/cuSVMPredict/Release/cuSVMPredict.obj
cuSVM/cuSVMPredict/Release/cuSVMPredict.pdb
cuSVM/cuSVMPredict/Release/cuSVMPredictKernel.obj
cuSVM/cuSVMPredict/Release/mt.dep
cuSVM/cuSVMPredict/Release/vc80.idb
cuSVM/cuSVMPredict/Release/vc80.pdb
cuSVM/cuSVMPredict/vc80.pdb
cuSVM/cuSVMTrain/cuSVMSolver.cu
cuSVM/cuSVMTrain/cuSVMTrain.cpp
cuSVM/cuSVMTrain/cuSVMTrain.vcproj
cuSVM/cuSVMTrain/cuSVMTrain.vcproj.LEVON.austin.user
cuSVM/cuSVMTrain/Debug/BuildLog.htm
cuSVM/cuSVMTrain/Debug/cuSVMSolver.obj
cuSVM/cuSVMTrain/Debug/cuSVMTrain.obj
cuSVM/cuSVMTrain/Debug/cuSVMTrainDebug.exp
cuSVM/cuSVMTrain/Debug/cuSVMTrainDebug.lib
cuSVM/cuSVMTrain/Debug/cuSVMTrainDebug.mexw32
cuSVM/cuSVMTrain/Debug/cuSVMTrainDebug.mexw32.intermediate.manifest
cuSVM/cuSVMTrain/Debug/cuSVMTrainDebug.pdb
cuSVM/cuSVMTrain/Debug/mt.dep
cuSVM/cuSVMTrain/Debug/vc80.idb
cuSVM/cuSVMTrain/Debug/vc80.pdb
cuSVM/cuSVMTrain/Release/BuildLog.htm
cuSVM/cuSVMTrain/Release/cuSVMSolver.obj
cuSVM/cuSVMTrain/Release/cuSVMTrain.exp
cuSVM/cuSVMTrain/Release/cuSVMTrain.lib
cuSVM/cuSVMTrain/Release/cuSVMTrain.mexw32
cuSVM/cuSVMTrain/Release/cuSVMTrain.mexw32.intermediate.manifest
cuSVM/cuSVMTrain/Release/cuSVMTrain.obj
cuSVM/cuSVMTrain/Release/cuSVMTrain.pdb
cuSVM/cuSVMTrain/Release/mt.dep
cuSVM/cuSVMTrain/Release/vc80.idb
cuSVM/cuSVMTrain/Release/vc80.pdb
cuSVM/cuSVMTrain/TrainModule.def
cuSVM/cuSVMTrain/vc80.pdb
cuSVM/inc/cuSVMutil.h
cuSVM/cuSVMPredict/Debug
cuSVM/cuSVMPredict/Release
cuSVM/cuSVMTrain/Debug
cuSVM/cuSVMTrain/Release
cuSVM/cuSVMPredict
cuSVM/cuSVMTrain
cuSVM/inc
cuSVM
15622223-CUSVM-A-CUDA-IMPLEMENTATION-OF-SUPPORT-VECTOR-CLASSIFICATION-AND-REGRESSION.pdf
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