• JADE

  • Referenced in 125 articles [sw24855]
  • archive shows promising results for relatively high dimensional problems. In addition, it clearly shows that...
  • t-SNE

  • Referenced in 88 articles [sw22300]
  • technique called ”t-SNE” that visualizes high-dimensional data by giving each datapoint a location ... three-dimensional map. The technique is a variation of Stochastic Neighbor Embedding (Hinton and Roweis ... scales. This is particularly important for high-dimensional data that lie on several different...
  • hgam

  • Referenced in 73 articles [sw11201]
  • package hgam: High-dimensional Additive Modelling. We propose a new sparsity-smoothness 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 82 articles [sw06091]
  • Analysis for the classification purpose in high dimensional data...
  • HdBCS

  • Referenced in 75 articles [sw29884]
  • HdBCS - High-dimensional Bayesian Covariance Selection. This site provides C++ code software implementing...
  • ROBPCA

  • Referenced in 63 articles [sw11592]
  • matrix of the data and hence is highly sensitive to outlying observations. Two robust approaches ... estimator and is limited to relatively low-dimensional data. The second approach is based ... projection pursuit and can handle high-dimensional data. Here we propose the ROBPCA approach, which...
  • huge

  • Referenced in 35 articles [sw08466]
  • huge package for high-dimensional undirected graph estimation in R. We describe an R package ... easy-to-use 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...
  • mboost

  • Referenced in 54 articles [sw07331]
  • additive and interaction models to potentially high-dimensional data...
  • GGobi

  • Referenced in 43 articles [sw00345]
  • open source visualization program for exploring high-dimensional data. It provides highly dynamic and interactive...
  • TT Toolbox

  • Referenced in 46 articles [sw12627]
  • parametric representation of high-dimensional tensors. The TT-Toolbox is a MATLAB implementation of basic...
  • AK-MCS

  • Referenced in 45 articles [sw18303]
  • connex domains of failure and high dimensionality...
  • CoCoA

  • Referenced in 618 articles [sw00143]
  • ideal, the ideal of zero-dimensional schemes, Poincare’ series and Hilbert functions, factorization of polynomials ... further enhanced by the dedicated high-level programming language. For convenience, the system offers...
  • PicToSeek

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

  • Referenced in 36 articles [sw00046]
  • particular when the data are high-dimensional. ARfit modules construct approximate confidence intervals...
  • QBIC

  • Referenced in 36 articles [sw14899]
  • user interfaces, query refinement and navigation, high dimensional database indexing, and automatic and semi-automatic...
  • XGobi

  • Referenced in 32 articles [sw11752]
  • projections of points and lines in high-dimensional spaces, as well as parallel coordinate displays...
  • SSS

  • Referenced in 30 articles [sw07794]
  • explores ”interesting” regions of the resulting high-dimensional model spaces and quickly identifies regions...
  • LOBPCG

  • Referenced in 30 articles [sw09638]
  • Preconditioned low-rank methods for high-dimensional 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...
  • Triangle

  • Referenced in 340 articles [sw07890]
  • Triangle: A Two-Dimensional Quality Mesh Generator and Delaunay Triangulator. Triangle generates exact Delaunay triangulations ... triangulations, conforming Delaunay triangulations, Voronoi diagrams, and high-quality triangular meshes. The latter...