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文件名称:drtoolbox

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  • 上传时间:
    2013-03-24
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    1.94mb
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    2次
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Matlab针对各种数据预处理的降维方法,源码集合。-Currently, the Matlab Toolbox for Dimensionality Reduction contains the following techniques:





Principal Component Analysis (PCA)



Probabilistic PCA





Factor Analysis (FA)





Sammon mapping





Linear Discriminant Analysis (LDA)





Multidimensional scaling (MDS)





Isomap





Landmark Isomap





Local Linear Embedding (LLE)





Laplacian Eigenmaps





Hessian LLE





Local Tangent Space Alignment (LTSA)





Conformal Eigenmaps (extension of LLE)





Maximum Variance Unfolding (extension of LLE)





Landmark MVU (LandmarkMVU)





Fast Maximum Variance Unfolding (FastMVU)





Kernel PCA





Generalized Discriminant Analysis (GDA)





Diffusion maps





Stochastic Neighbor Embedding (SNE)





Symmetric SNE (SymSNE)





new: t-Distributed Stochastic Neighbor Embedding (t-SNE)





Neighborhood Preserving Embedding (NPE)





Locality Preserving Projection (LPP)





Linear Local Tangent Space Alignment (LLTSA)





Stochastic Proximity Embedding (SPE)





Mu
(系统自动生成,下载前可以参看下载内容)

下载文件列表

._reconstruction_error.m
compute_mapping.m
Contents.m
drgui.m
generate_data.m
intrinsic_dim.m
mexall.m
out_of_sample.m
out_of_sample_est.m
prewhiten.m
reconstruction_error.m
._Readme.txt
Readme.txt
za.txt
降维方法目录.txt
gui/._adaptive_callback.m
gui/._case1.m
gui/._choose_method.fig
gui/._choose_method.m
gui/._ded.m
gui/._drtool.fig
gui/._drtool.m
gui/._lnst.m
gui/._load_data.fig
gui/._load_data.m
gui/._load_data_1_var.fig
gui/._load_data_1_var.m
gui/._load_data_vars.fig
gui/._load_data_vars.m
gui/._load_xls.fig
gui/._load_xls.m
gui/._mapping_parameters.fig
gui/._mapping_parameters.m
gui/._not_calculated.fig
gui/._not_calculated.m
gui/._not_loaded.fig
gui/._not_loaded.m
gui/._no_history.fig
gui/._no_history.m
gui/._plot12n.m
gui/._plotn.m
gui/._scatter12n.m
gui/._scattern.m
gui/._update_kernel_uipanel.m
gui/._update_type_uipanel.m
gui/adaptive_callback.m
gui/case1.m
gui/choose_method.fig
gui/choose_method.m
gui/ded.m
gui/drtool.fig
gui/drtool.m
gui/lnst.m
gui/load_data.fig
gui/load_data.m
gui/load_data_1_var.fig
gui/load_data_1_var.m
gui/load_data_vars.fig
gui/load_data_vars.m
gui/load_xls.fig
gui/load_xls.m
gui/mapping_parameters.fig
gui/mapping_parameters.m
gui/not_calculated.fig
gui/not_calculated.m
gui/not_loaded.fig
gui/not_loaded.m
gui/no_history.fig
gui/no_history.m
gui/plot12n.m
gui/plotn.m
gui/scatter12n.m
gui/scattern.m
gui/update_kernel_uipanel.m
gui/update_type_uipanel.m
techniques/._autoencoder_ea.m
techniques/._backprop.m
techniques/._backprop_gradient.m
techniques/._cca.m
techniques/._cfa.m
techniques/._cg_update.m
techniques/._charting.m
techniques/._checkgrad.m
techniques/._combn.m
techniques/._components.m
techniques/._compute_recon_err.m
techniques/._csdp.m
techniques/._diffusion_maps.m
techniques/._dijk.m
techniques/._dijkstra.cpp
techniques/._dijkstra.m
techniques/._em_pca.m
techniques/._fa.m
techniques/._fastmvu.m
techniques/._find_nn.m
techniques/._find_nn_adaptive.m
techniques/._gda.m
techniques/._gplvm.m
techniques/._gplvm_grad.m
techniques/._gram.m
techniques/._hillclimber2c.m
techniques/._hill_obj.m
techniques/._hlle.m
techniques/._infermfa.m
techniques/._isomap.m
techniques/._jdqr.m
techniques/._jdqz.m
techniques/._kernel_function.c
techniques/._kernel_function.m
techniques/._kernel_pca.m
techniques/._L2_distance.m
techniques/._landmark_isomap.m
techniques/._laplacian_eigen.m
techniques/._lda.m
techniques/._llc.m
techniques/._lle.m
techniques/._lltsa.m
techniques/._lmvu.m
techniques/._lpp.m
techniques/._ltsa.m
techniques/._mds.m
techniques/._mexCCACollectData.c
techniques/._mgs.m
techniques/._minimize.m
techniques/._mppca.m
techniques/._npe.m
techniques/._pca.m
techniques/._readsol.m
techniques/._reconstruction_derivative.m
techniques/._roll_out.m
techniques/._run_data_through_autoenc.m
techniques/._run_data_through_network.m
techniques/._run_llc.m
techniques/._sammon.m
techniques/._sdecca2.m
techniques/._sne.m
techniques/._sparse_nn.m
techniques/._spe.m
techniques/._sym_sne.m
techniques/._train_autoencoder.m
techniques/._train_lin_rbm.m
techniques/._train_rbm.m
techniques/._tsne.m
techniques/._welcome.m
techniques/._writesdpa.m
techniques/._x2p.m
techniques/autoencoder_ea.m
techniques/backprop.m
techniques/backprop_gradient.m
techniques/cca.m
techniques/cfa.m
techniques/cg_update.m
techniques/charting.m
techniques/checkgrad.m
techniques/combn.m
techniques/components.m
techniques/computegr.c
techniques/computegr.dll
techniques/computegr.mexa64
techniques/computegr.mexglx
techniques/computegr.mexmaci
techniques/compute_recon_err.m
techniques/csdp.exe
techniques/csdp.m
techniques/csdplinux
techniques/csdpmac
techniques/csdpmaci
techniques/diffusion_maps.m
techniques/dijk.m
techniques/dijkstra.cpp
techniques/dijkstra.dll
techniques/dijkstra.m
techniques/dijkstra.mexa64
techniques/dijkstra.mexglx
techniques/dijkstra.mexmaci
techniques/em_pca.m
techniques/fa.m
techniques/fastmvu.m
techniques/fibheap.h
techniques/find_nn.c
techniques/find_nn.m
techniques/find_nn_adaptive.m
techniques/gda.m
techniques/gplvm.m
techniques/gplvm_grad.m
techniques/gram.m
techniques/hillclimber2c.m
techniques/hill_obj.m
techniques/hlle.m
techniques/infermfa.m
techniques/isomap.m
techniques/jdqr.m
techniques/jdqz.m
techniques/kernel_function.c
techniques/kernel_function.m
techniques/kernel_function.mexmaci
techniques/kernel_pca.m
techniques/L2_distance.m
techniques/landmark_isomap.m
techniques/laplacian_eigen.m
techniques/lda.m
techniques/llc.m
techniques/lle.m
techniques/lltsa.m
techniques/lmvu.m
techniques/lpp.m
techniques/ltsa.m
techniques/mds.m
techniques/mexCCACollectData.c
techniques/mexCCACollectData.dll
techniques/mexCCACollectData.mexa64
techniques/mexCCACollectData.mexglx
techniques/mexCCACollectData.mexmaci
techniques/mexCCACollectData2.c
techniques/mexCCACollectData2.dll
techniques/mexCCACollectData2.mexa64
techniques/mexCCACollectData2.mexglx
techniques/mexCCACollectData2.mexmaci
techniques/mgs.m
techniques/minimize.m
techniques/mppca.m
techniques/npe.m
techniques/pca.m
techniques/readsol.m
techniques/reconstruction_derivative.m
techniques/roll_out.m
techniques/run_data_through_autoenc.m
techniques/run_data_through_ne

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