The Matlab Toolbox for Dimensionality Reduction contains Matlab implementations of 32 techniques for dimensionality reduction. A large number of implementations was developed from scratch, whereas other implementations are improved versions of software that was already available on the Web. The implementations in the toolbox are conservative in their use of memory. The toolbox is available for download here.

MatlabDimensionReductionToolbox\._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
...............................\._Readme.txt
...............................\._reconstruction_error.m
...............................\compute_mapping.m
...............................\Contents.m
...............................\drgui.m
...............................\generate_data.m
...............................\.ui\._adaptive_callback.m
...............................\...\._case1.m
...............................\...\._choose_method.fig
...............................\...\._choose_method.m
...............................\...\._ded.m
...............................\...\._drtool.fig
...............................\...\._drtool.m
...............................\...\._lnst.m
...............................\...\._load_data.fig
...............................\...\._load_data.m
...............................\...\._load_data_1_var.fig
...............................\...\._load_data_1_var.m
...............................\...\._load_data_vars.fig
...............................\...\._load_data_vars.m
...............................\...\._load_xls.fig
...............................\...\._load_xls.m
...............................\...\._mapping_parameters.fig
...............................\...\._mapping_parameters.m
...............................\...\._not_calculated.fig
...............................\...\._not_calculated.m
...............................\...\._not_loaded.fig
...............................\...\._not_loaded.m
...............................\...\._no_history.fig
...............................\...\._no_history.m
...............................\...\._plot12n.m
...............................\...\._plotn.m
...............................\...\._scatter12n.m
...............................\...\._scattern.m
...............................\...\._update_kernel_uipanel.m
...............................\...\._update_type_uipanel.m
...............................\...\adaptive_callback.m
...............................\...\case1.m
...............................\...\choose_method.fig
...............................\...\choose_method.m
...............................\...\ded.m
...............................\...\drtool.fig
...............................\...\drtool.m
...............................\...\lnst.m
...............................\...\load_data.fig
...............................\...\load_data.m
...............................\...\load_data_1_var.fig
...............................\...\load_data_1_var.m
...............................\...\load_data_vars.fig
...............................\...\load_data_vars.m
...............................\...\load_xls.fig
...............................\...\load_xls.m
...............................\...\mapping_parameters.fig
...............................\...\mapping_parameters.m
...............................\...\not_calculated.fig
...............................\...\not_calculated.m
...............................\...\not_loaded.fig
...............................\...\not_loaded.m
...............................\...\no_history.fig
...............................\...\no_history.m
...............................\...\plot12n.m
...............................\...\plotn.m
...............................\...\scatter12n.m
...............................\...\scattern.m
...............................\...\update_kernel_uipanel.m
...............................\...\update_type_uipanel.m
...............................\intrinsic_dim.m
...............................\mexall.m
...............................\out_of_sample.m
...............................\out_of_sample_est.m
...............................\prewhiten.m
...............................\Readme.txt

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