Description: 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.
File list (Check if you may need any files):
cuSVM\cuSVM Documentation.pdf
.....\cuSVM.ncb
.....\cuSVM.sln
.....\cuSVM.suo
.....\.....Predict\cuSVMPredict.cpp
.....\............\cuSVMPredict.ncb
.....\............\cuSVMPredict.vcproj
.....\............\cuSVMPredict.vcproj.LEVON.austin.user
.....\............\cuSVMPredictKernel.cu
.....\............\cuSVMPredictKernel.linkinfo
.....\............\Debug\BuildLog.htm
.....\............\.....\cuSVMPredict.obj
.....\............\.....\cuSVMPredictDebug.exp
.....\............\.....\cuSVMPredictDebug.lib
.....\............\.....\cuSVMPredictDebug.mexw32
.....\............\.....\cuSVMPredictDebug.mexw32.intermediate.manifest
.....\............\.....\cuSVMPredictDebug.pdb
.....\............\.....\cuSVMPredictKernel.obj
.....\............\.....\mt.dep
.....\............\.....\vc80.idb
.....\............\.....\vc80.pdb
.....\............\PredictModule.def
.....\............\Release\BuildLog.htm
.....\............\.......\cuSVMPredict.exp
.....\............\.......\cuSVMPredict.lib
.....\............\.......\cuSVMPredict.mexw32
.....\............\.......\cuSVMPredict.mexw32.intermediate.manifest
.....\............\.......\cuSVMPredict.obj
.....\............\.......\cuSVMPredict.pdb
.....\............\.......\cuSVMPredictKernel.obj
.....\............\.......\mt.dep
.....\............\.......\vc80.idb
.....\............\.......\vc80.pdb
.....\............\vc80.pdb
.....\.....Train\cuSVMSolver.cu
.....\..........\cuSVMTrain.cpp
.....\..........\cuSVMTrain.vcproj
.....\..........\cuSVMTrain.vcproj.LEVON.austin.user
.....\..........\Debug\BuildLog.htm
.....\..........\.....\cuSVMSolver.obj
.....\..........\.....\cuSVMTrain.obj
.....\..........\.....\cuSVMTrainDebug.exp
.....\..........\.....\cuSVMTrainDebug.lib
.....\..........\.....\cuSVMTrainDebug.mexw32
.....\..........\.....\cuSVMTrainDebug.mexw32.intermediate.manifest
.....\..........\.....\cuSVMTrainDebug.pdb
.....\..........\.....\mt.dep
.....\..........\.....\vc80.idb
.....\..........\.....\vc80.pdb
.....\..........\Release\BuildLog.htm
.....\..........\.......\cuSVMSolver.obj
.....\..........\.......\cuSVMTrain.exp
.....\..........\.......\cuSVMTrain.lib
.....\..........\.......\cuSVMTrain.mexw32
.....\..........\.......\cuSVMTrain.mexw32.intermediate.manifest
.....\..........\.......\cuSVMTrain.obj
.....\..........\.......\cuSVMTrain.pdb
.....\..........\.......\mt.dep
.....\..........\.......\vc80.idb
.....\..........\.......\vc80.pdb
.....\..........\TrainModule.def
.....\..........\vc80.pdb
.....\inc\cuSVMutil.h
.....\cuSVMPredict\Debug
.....\............\Release
.....\.....Train\Debug
.....\..........\Release
.....\cuSVMPredict
.....\cuSVMTrain
.....\inc
cuSVM
15622223-CUSVM-A-CUDA-IMPLEMENTATION-OF-SUPPORT-VECTOR-CLASSIFICATION-AND-REGRESSION.pdf
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