Memory-Based Learning in Spectral Chemometrics
checks the pc_selection argument
Correlation and moving correlation dissimilarity measurements (cor_dis...
From dissimilarity matrix to neighbors
Dissimilarity computation between matrices
A function for transforming a matrix from its Euclidean space to its M...
evaluation of multiple distances obtained with multiple PCs
Euclidean, Mahalanobis and cosine dissimilarity measurements
A fast algorithm of (squared) Euclidean cross-distance for vectors wri...
A fast distance algorithm for two matrices written in C++
Local multivariate regression
format internal messages
Cross validation for Gaussian process regression
Internal Cpp function for performing leave-group-out cross validations...
Gaussian process regression with linear kernel (gaussian_process)
Function for identifiying the column in a matrix with the largest stan...
Standard deviation of columns
Function for computing the mean of each column in a matrix
Function for computing the standard deviation of each column in a matr...
Function for computing sum of each column in a matrix
get the evaluation results for categorical data
get the evaluation results for continuous data
A function to obtain the local neighbors based on dissimilarity matric...
Internal Cpp function for computing the weights of the PLS components ...
A function to get the neighbor information
Extract predictions from an object of class mbl
A function to assign values to sample distribution strata
A function for stratified calibration/validation sampling
Internal function for computing the weights of the PLS components nece...
Computes the weights for pls regressions
An iterator for local prediction data in mbl
iterator for nearest neighbor subsets
Local fit functions
local ortho dissimilarity matrices initialized by a global dissimilari...
A function that controls some few aspects of the memory-based learning...
A function for memory-based learning (mbl)
Moving/rolling correlation distance of two matrices
Internal Cpp function for performing leave-group-out cross-validations...
orthogonal scores algorithn of partial leat squares (opls) projection
orthogonal scores algorithn of partial leat squares (opls_get_all)
fast orthogonal scores algorithn of partial leat squares (opls)
orthogonal scores algorithm of partial leat squares (opls)
orthogonal scores algorithn of partial leat squares (opls)
A function to construct an optimal strata for the samples, based on th...
A function for computing dissimilarity matrices from orthogonal projec...
Orthogonal projections using principal component analysis and partial ...
Function for computing the overall variance of a matrix
Principal components based on the non-linear iterative partial least s...
Get the package version info
Plot method for an object of class mbl
Plot method for an object of class ortho_projection
Cross validation for PLS regression
Prediction function for the gaussian_process function (Gaussian proc...
Prediction function for the opls and fopls functions
Print method for an object of class local_fit
Print method for an object of class ortho_diss
Print method for an object of class mbl
Print method for an object of class ortho_projection
Projection function for the opls function
Projection to pls and then re-construction
Overview of the functions in the resemble package
A function to create calibration and validation sample sets for leave-...
A function for searching in a given reference set the neighbors of ano...
A function for computing the spectral information divergence between s...
A function for evaluating dissimilarity matrices (sim_eval)
Square root of (square) symmetric matrices
Print method for an object of class local_ortho_diss
A function to compute indices of minimum values of a distance vector
A function to compute row-wise index of minimum values of a square dis...
Functions for dissimilarity analysis and memory-based learning (MBL, a.k.a local modeling) in complex spectral data sets. Most of these functions are based on the methods presented in Ramirez-Lopez et al. (2013) <doi:10.1016/j.geoderma.2012.12.014>.
Useful links