
tSNE
 Referenced in 95 articles
[sw22300]
 technique called ”tSNE” that visualizes highdimensional data by giving each datapoint a location ... threedimensional map. The technique is a variation of Stochastic Neighbor Embedding (Hinton and Roweis ... scales. This is particularly important for highdimensional data that lie on several different...

JADE
 Referenced in 129 articles
[sw24855]
 archive shows promising results for relatively high dimensional problems. In addition, it clearly shows that...

hgam
 Referenced in 73 articles
[sw11201]
 package hgam: Highdimensional Additive Modelling. We propose a new sparsitysmoothness penalty for high ... dimensional generalized additive models. The combination of sparsity and smoothness is crucial for mathematical theory ... asymptotic optimality of our estimator for high dimensional but sparse additive models. Finally, an adaptive...

rda
 Referenced in 83 articles
[sw06091]
 Analysis for the classification purpose in high dimensional data...

HdBCS
 Referenced in 77 articles
[sw29884]
 HdBCS  Highdimensional Bayesian Covariance Selection. This site provides C++ code software implementing...

ROBPCA
 Referenced in 67 articles
[sw11592]
 matrix of the data and hence is highly sensitive to outlying observations. Two robust approaches ... estimator and is limited to relatively lowdimensional data. The second approach is based ... projection pursuit and can handle highdimensional data. Here we propose the ROBPCA approach, which...

mboost
 Referenced in 61 articles
[sw07331]
 additive and interaction models to potentially highdimensional data...

huge
 Referenced in 37 articles
[sw08466]
 huge package for highdimensional undirected graph estimation in R. We describe an R package ... easytouse functions for estimating high dimensional undirected graphs from data. This package implements ... also provides functions for fitting high dimensional semiparametric Gaussian copula models; (3) more functions like...

GGobi
 Referenced in 43 articles
[sw00345]
 open source visualization program for exploring highdimensional data. It provides highly dynamic and interactive...

AKMCS
 Referenced in 48 articles
[sw18303]
 connex domains of failure and high dimensionality...

TT Toolbox
 Referenced in 47 articles
[sw12627]
 parametric representation of highdimensional tensors. The TTToolbox is a MATLAB implementation of basic...

CoCoA
 Referenced in 631 articles
[sw00143]
 ideal, the ideal of zerodimensional schemes, Poincare’ series and Hilbert functions, factorization of polynomials ... further enhanced by the dedicated highlevel programming language. For convenience, the system offers...

ranger
 Referenced in 29 articles
[sw14498]
 Fast Implementation of Random Forests for High Dimensional Data in C++ and R. We introduce ... fast implementation of random forests for high dimensional data. Ensembles of classification, regression and survival...

ARfit
 Referenced in 38 articles
[sw00046]
 particular when the data are highdimensional. ARfit modules construct approximate confidence intervals...

PicToSeek
 Referenced in 36 articles
[sw14897]
 shape invariants into a unified highdimensional invariant feature set for discriminatory object retrieval. Experiments ... retrieval based on color invariants provides very high retrieval accuracy whereas object retrieval based entirely...

QBIC
 Referenced in 36 articles
[sw14899]
 user interfaces, query refinement and navigation, high dimensional database indexing, and automatic and semiautomatic...

SSS
 Referenced in 31 articles
[sw07794]
 explores ”interesting” regions of the resulting highdimensional model spaces and quickly identifies regions...

LOBPCG
 Referenced in 31 articles
[sw09638]
 Preconditioned lowrank methods for highdimensional elliptic PDE eigenvalue problems. We consider elliptic ... concerned with the case of high dimensions, where standard approaches to the solution of matrix ... Recent work shows that this curse of dimensionality can in many cases be addressed...

XGobi
 Referenced in 32 articles
[sw11752]
 projections of points and lines in highdimensional spaces, as well as parallel coordinate displays...