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[[Modeling-Function Overview]] | ====[[Modeling-Function Overview]]==== |
Revision as of 18:06, 14 August 2008
Help and information.
- contents - This file.
- helppls - Context related help on the PLS_Toolbox.
- readme - Release notes for Version 4.1 of PLS_Toolbox.
- demos - Demo list for the PLS_Toolbox.
- evridebug - Checks the PLS_Toolbox installation for problems.
- evriinstall - Install Eigenvector Research Product.
- evriuninstall - Uninstall an Eigenvector Research toolbox.
- evriupdate - Check Eigenvector.com for available PLS_Toolbox updates.
- plsver - Displays version information.
<functionname> demo - Runs a short demo for each function. <functionname> io - Prints short version of the io. <functionname> help - Accesses the online help.
Plotting, Analysis Aids, and I/O Functions.
- abline - Draws a line on the current axes with a given slope and intercept.
- analysis - Graphical user interface for data analysis.
- areadr - Reads ascii data and strips header.
- autoimport - Automatically reads specified file. Handles all standard filetypes.
- b3spline - Univariate spline fit and prediction.
- builddbstr - Builds a database connection string.
- dp - Draws a diagonal line on an existing figure.
- ellps - Plots an ellipse on an existing figure.
- explode - Extracts variables from a structure array to the workspace.
- exportfigure - Automatically export figures to an external program.
- getpidata - Uses the current PI connection to construct a DSO from 'taglist'.
- gselect - Selects objects in a figure (various selection styles).
- hline - Adds horizontal lines to figure at specified locations.
- infobox - Display a string in an information box.
- loopfilereadr - An example function for reading files in a loop from a directory.
- mplot - Automatic creation of subplots and plotting.
- mtfreadr - Read AdventaCT Multi-Trace Format (MTF) files.
- parsemixed - Parse numerical and text data into a DataSet Object.
- pcolormap - Pseudocolor plot with labels and colorbar.
- ploteigen - Builds dataset object of eigenvalues/RMSECV information.
- plotgui - Interactive data viewer.
- plttern - Plots a 2D ternary diagram.
- pltternf - Plots a 3D ternary diagram with frequency of occurrence.
- querydb - Executes a query on a database defined by connection string.
- rwb - Red white and blue color map.
- setpath - Modifies and saves current directory to the MATLAB search path.
- spcreadr - Reads a Galactic SPC file.
- trendtool - Univariate trend analysis tool.
- vline - Adds vertical lines to figure at specified locations.
- writecsv - Export a DataSet object to a comma-separated values (CSV) file.
- xclgetdata - Extracts matrix from an Excel spreadsheet.
- xclputdata - Write matrix to an Excel spreadsheet.
- xclreadr - Reads an ASCII or .XLS file in as a DataSet Object.
- xlsreadr - Reads .XLS files from MS Excel and other spreadsheets.
- xyreadr - Reads one or more ASCII XY or XY... files into a DataSet object.
- yscale - Rescales the y-axis limits on each subplot in a figure.
- zline - Adds vertical lines to 3D figure at specified locations.
Data Editing, Scaling, and Preprocessing.
- alignmat - Alignment of matrices and N-way arrays.
- alignpeaks - Calibrates wavelength scale using standard peaks.
- alignspectra - Calibrates wavelength scale using standard spectrum.
- auto - Autoscales matrix to mean zero unit variance.
- baseline - Subtracts a polynomial baseline offset from spectra.
- baselinew - Baseline using windowed polynomial filter.
- batchdigester - Parse wafer or batch data into MPCA or Summary PCA form.
- coadd - Reduce resolution through combination of adjacent variables or samples.
- delsamps - Deletes samples (rows) or variables (columns) from data matrices.
- deresolv - Changes high resolution spectra to low resolution.
- editds - Editor for DataSet Objects.
- excludemissing - Automatically exclude too-much missing data in a matrix.
- glsw - Generalized least-squares weighting/preprocessing.
- gscale - Group/block scaling for a single or multiple blocks.
- gscaler - Applies group/block scaling to submatrices of a single matrix.
- lamsel - Determines indices of wavelength axes in specified ranges.
- logdecay - Mean centers and variance scales a matrix using the log decay of the variable axis.
- lsq2top - Fits a polynomial to the top/(bottom) of data.
- mdcheck - Missing Data Checker and infiller.
- med2top - Fits a constant to top/(bottom) of data.
- medcn - Median center scales matrix to median zero.
- mncn - Scale matrix to mean zero.
- mscorr - Multiplicative scatter/signal correction (MSC).
- normaliz - Normalize rows of matrix.
- npreprocess - Preprocessing of multi-way arrays.
- oscapp - Applies OSC model to new data.
- osccalc - Calculates orthogonal signal correction (OSC).
- polyinterp - Polynomial interpolation, smoothing, and differentiation.
- preprocess - Selection and application of standard preprocessing structures.
- preprouser - User-defined preprocessing methods.
- registerspec - Shift spectra based on expected peak locations.
- rescale - Scales data back to original scaling.
- savgol - Savitzky-Golay smoothing and differentiation.
- savgolcv - Cross-validation for Savitzky-Golay smoothing and differentiation.
- scale - Scales data using specified means and std. devs.
- shuffle - Randomly re-orders matrix and multiple blocks rows.
- snv - Standard normal variate scaling.
- specedit - GUI for selecting spectral regions on a plot.
- super_reduce - Eliminates highly correlated variables.
- unfoldm - Rearranges (unfolds) an augmented matrix to row vectors.
- unfoldmw - Unfolds multiway arrays along specified order.
- wlsbaseline - Weighted least squares baseline function.
Statistics, ANOVA, Experimental design, Miscellaneous.
- anova1w - One-way analysis of variance.
- anova2w - Two-way analysis of variance.
- corrmap - Correlation map with variable grouping.
- distslct - Selects samples on outside of data space.
- doptimal - Selects samples based on D-Optimal criteria.
- durbin_watson - Criterion for measure of continuity.
- factdes - Full factorial design of experiments.
- ffacdes1 - Fractional factorial design of experiments.
- ftest - F test and inverse F test statistic.
- percentile - Finds percentile point (similar to MEDIAN).
- stdsslct - Selects data subsets (often for use in standardization).
- ttestp - Evaluates t-distribution and its inverse.
Principal Components Analysis
- chilimit - Chi-squared confidence limits from sum-of-squares residuals.
- datahat - Calculates the model estimate and residuals of the data.
- estimatefactors - Estimate number of significant factors in multivariate data.
- jmlimit - Confidence limits for Q residuals via Jackson-Mudholkar.
- manrotate - Graphical interface to manually rotate model loadings.
- mlpca - Maximum likelihood principal components analysis.
- pca - Principal components analysis.
- pcaengine - Principal Components Analysis computational engine.
- pcapro - Projects new data on old principal components model.
- plotloads - Extract and display loadings information from a model structure.
- plotscores - Extract and display score information from a model.
- residuallimit - Estimates confidence limits for sum squared residuals.
- ssqtable - Displays variance captured table for model.
- subgroupcl - Displays a confidence ellipse for points in a two-dimensional plot.
- tsqlim - Confidence limits for Hotelling's T^2.
- tsqmtx - Calculates matrix for T^2 contributions for PCA.
- varcap - Variance captured for each variable in PCA model.
- varimax - Orthogonal rotation of loadings.
Curve Resolution and Evolving Factor Analysis
- als - Alternating Least Squares computational engine.
- comparelcms_simengine - Calculational Engine for comparelcms.
- comparelcms_sim_interactive - Interactive interface for COMPARELCMS.
- coda_dw_interactive - Interactive version of CODA_DW.
- coda_dw - Calculates values for the Durbin_Watson criterion of columns of data set.
- corrspec - Resolves correlation spectroscopy maps.
- dispmat - Calculates the dispersion matrix of two spectral data sets.
- evolvfa - Evolving factor analysis (forward and reverse).
- ewfa - Evolving window factor analysis.
- mcr - Multivariate curve resolution with constraints.
- purity - Self-modeling mixture analysis method based on purity of variables or spectra.
- purityengine - calculates purity values of columns of data set.
- wtfa - Window target factor analysis.
Cluster Analysis and Classification Functions
- class2logical - Create a PLSDA logical block from class assignments.
- cluster - KNN and K-means cluster analysis with dendrograms.
- discrimprob - Discriminate probabilities for continuous predicted values.
- knn - K-nearest neighbor classifier.
- plsda - Partial least squares discriminant analysis.
- plsdaroc - Calculate and display ROC curves for PLSDA model.
- plsdthres - Bayesian threshold determination for PLS Discriminate Analysis.
- simca - Soft Independent Method of Class Analogy.
Multi-way and Image Functions
- alignmat - Alignment of matrices and N-way arrays.
- corcondia - Evaluates consistency of PARAFAC model.
- coreanal - Analysis of the core array of a Tucker model.
- corecalc - Calculate the Tucker3 core given the data array and loadings.
- gram - Generalized rank annihilation method.
- modelviewer - Visualization tool for multi-way models.
- mpca - Multi-way (unfold) principal components analysis.
- nassign - Generic subscript assignment indexing for n-way arrays.
- ncrossval - Cross-validation for multilinear PLS (N-PLS).
- nindex - Generic subscript indexing for n-way arrays.
- npls - Multilinear-PLS (N-PLS) for true multi-way regression.
- npreprocess - Preprocessing of multi-way arrays.
- outerm - Computes outer product of any number of vectors.
- parafac - Parallel factor analysis for n-way arrays.
- parafac2 - Parallel factor analysis for unevenly sized n-way arrays.
- tld - Trilinear decomposition.
- tucker - Analysis for n-way arrays.
Linear and Non-Linear Regression.
- cls - Classical Least Squares regression for multivariate Y.
- cr - Continuum Regression for multivariate y.
- crcvrnd - Cross-validation for continuum regression.
- crossval - Cross-validation for decomposition and linear regression.
- fastnnls - Fast non-negative least squares.
- figmerit - Analytical figures of merit for multivariate calibration.
- frpcr - Full-ratio PCR calibration and prediction.
- frpcrengine - Engine for full-ratio PCR regression.
- leverag - Calculate sample leverages.
- lwrpred - Predictions based on locally weighted regression models.
- mlr - Multiple Linear Regression for multivariate Y.
- mlrengine - Multiple Linear Regression computational engine.
- modlpred - Predictions using standard model structures.
- modlrder - Displays model info for standard model structures.
- nippls - NIPALS Partial Least Squares computational engine.
- pcr - Principal components regression for multivariate Y.
- pcrengine - Principal Component Regression computational engine.
- pls - Partial least squares regression for multivariate Y.
- plsnipal - NIPALS algorithm for one PLS latent variable.
- polypls - PLS regression with polynomial inner-relation.
- regcon - Converts regression model to y = ax + b form.
- ridge - Ridge regression by Hoerl-Kennard-Baldwin.
- ridgecv - Ridge regression by cross validation.
- rinverse - Calculate pseudo inverse for PLS, PCR and RR models.
- rmse - Calculate Root Mean Square Error.
- simpls - Partial Least Squares computational engine using SIMPLS algorithm.
- varcapy - Calculate percent y-block variance captured by a PLS regression model.
- vip - Calculate Variable Importance in Projection from regression model.
Variable Selection
- calibsel - Statistical procedure for variable selection.
- fullsearch - Exhaustive Search Algorithm for small problems.
- gaselctr - Genetic algorithm for variable selection with PLS.
- genalg - Genetic Algorithm for Variable Selection.
- genalgplot - Plot GA results using selected variable plot, color-coded by RMSECV.
- ipls - Interval PLS variable selection.
Multivariate Instrument Standardization.
- caltransfer - Create or apply calibration and instrument transfer models.
- deresolv - Changes high resolution spectra to low resolution.
- stdfir - Standardization based on FIR modelling.
- stdgen - Piecewise and direct standardization transform generator.
- stdize - Applies transform from STDGEN to new spectra.
MSPC and Identification of Finite Impulse Response Models.
- autocor - Auto-correlation function for time series data.
- crosscor - Cross-correlation function for time series data.
- fir2ss - Transform FIR model into equivalent state space model.
- plspulsm - Identifies FIR dynamics models for MISO systems.
- plsrsgcv - Generate PLS models for MSPC with cross-validation.
- plsrsgn - Generates a matrix of PLS models for MSPC.
- replace - Replaces variables based on PCA or PLS models.
- wrtpulse - Create input/output matrices for dynamic model identification.
Model Utilities
- browse - PLS_Toolbox Toolbar and Workspace browser.
- choosecomp - Automatic selection of components for various model types.
- choosencomp - GUI to select number of components from SSQ table.
- compressmodel - Remove references to unused variables from a model.
- copydsfields - Copies informational fields between datasets and/or models.
- matchvars - Align variables of a dataset to allow prediction with a model.
- modelcache - Stores and retrieves models in the model cache.
- modelselector - Create or apply a model selector model.
- modelstruct - Constructs an empty model structure.
- reviewmodel - Examines a standard model structure for typical problems.
- updatemod - Update model structure to be compatible with the current version.
Programming Utilities
- besttime - Returns a string describing the time interval provided (in seconds).
- cellne - Compares two cells for inequality in size and/or values.
- comparevars - Compares two variables of any type and returns differences.
- contents - Mfile of functions to enable Matlab helpwin.
- encode - Translates a variable into matlab-executable code.
- erdlgpls - Error dialog.
- evrirelease - Returns Eigenvector product release number.
- exportfigure - Automatically export figures to an external program.
- figbrowser - Browser with icons of all Matlab figures.
- findindx - Finds the index of the array element closest to value r.
- getdatasource - Extract summary dataset info.
- getmlversion - Returns current Matlab version as an integer.
- getplspref - Get overriding options (preferences) for PLS_Toolbox functions.
- lddlgpls - Dialog to load variable from workspace or MAT file.
- moveobj - Interactively reposition graphics objects.
- helppls - Context related help on the PLS_Toolbox.
- readme - Release notes for Version 4.0 of PLS_Toolbox.
- reversebytes - Flips order of bytes in a word.
- setplspref - Set overriding options (preferences) for PLS_Toolbox functions.
- string_x - Add backslash before troublesome TeX characters.
- svdlgpls - Dialog to save variable to workspace or MAT file.
PLS_Toolbox Demonstrations.
- datasetdemo - Demonstrates use of the dataset object.
- demos - Demo list for the PLS_Toolbox.
- linmodeldemo - Demo of the CROSSVAL, MODLRDER, PCR, PLS, PREPROCESS and SSQTABLE functions.
- projdemo - Demo of the MLR, PCR, and PLS regression vectors.
- statdemo - Elementary stats, t test, F test and AVOVA.
- stddemo - Demo of the STDSSLCT, STDGEN, and OSCCALC functions.
PLS_Toolbox Test Data Sets.
- alcohol - Biological fluid analysis of alcoholics for discriminant analysis.
- aminoacids - Fluorescence EEM of 5 samples for PARAFAC.
- arch - Archeological artifact data set for PCA amd SIMCA examples.
- bread - Sensory evaluation of breads.
- dorrit - EEM of 27 samples with 4 flourophores for PARAFAC.
- etchdata - Engineering process data from semiconductor metal etch (MPCA).
- fia - Flow Injection Analysis of hydroxy-benzaldehydes.
- halddata - Hald cement curing data.
- nir_data - NIR spectra of pseudo gasoline samples for STDDEMO.
- nmr_data - NMR data for GRAM demo.
- oesdata - Optical emission spectra from metal etch.
- paint - Non-linear paint formulation data.
- pcadata - Slurry Fed Ceramic Melter data.
- plsdata - SFCM data for PCR and PLS demos.
- plslogo - Generates PLS_Toolbox CR surface logo.
- projdat - Projection demo data for PROJDEMO.
- pulsdata - Time series data for PLSPULSM demo.
- replacedata - SFCM data for REPLACEDEMO.
- sawdata - Surface acoustic wave sensor data for organic vapors.
- statdata - Data sets for ANOVA and statistics STATDEMO.
- sugar - Fluorescence EEM N-way data set.
- wine - Wine demographic data set for PCA example.
- areadrdemtext.txt - Text file used by AREADRDEMO.
- xclreadrdata.txt - Text file used by XCLREADRDEMO.
- Redbeerdata.xls - Example spreadsheet for "Intro to MATLAB".