Package: fastadi 0.1.1.9001

Alex Hayes

fastadi: Self-Tuning Data Adaptive Matrix Imputation

Implements the AdaptiveImpute matrix completion algorithm of 'Intelligent Initialization and Adaptive Thresholding for Iterative Matrix Completion', <https://amstat.tandfonline.com/doi/abs/10.1080/10618600.2018.1518238>. AdaptiveImpute is useful for embedding sparsely observed matrices, often out performs competing matrix completion algorithms, and self-tunes its hyperparameter, making usage easy.

Authors:Alex Hayes [aut, cre, cph], Juhee Cho [aut], Donggyu Kim [aut], Karl Rohe [aut]

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fastadi.pdf |fastadi.html✨
fastadi/json (API)
NEWS

# Install 'fastadi' in R:
install.packages('fastadi', repos = c('https://rohelab.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/rohelab/fastadi/issues

Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library

On CRAN:

4.43 score 9 stars 6 scripts 198 downloads 4 exports 10 dependencies

Last updated 4 months agofrom:f8d424c166. Checks:OK: 1 NOTE: 8. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 25 2024
R-4.5-win-x86_64NOTEOct 25 2024
R-4.5-linux-x86_64NOTEOct 25 2024
R-4.4-win-x86_64NOTEOct 25 2024
R-4.4-mac-x86_64NOTEOct 25 2024
R-4.4-mac-aarch64NOTEOct 25 2024
R-4.3-win-x86_64NOTEOct 25 2024
R-4.3-mac-x86_64NOTEOct 25 2024
R-4.3-mac-aarch64NOTEOct 25 2024

Exports:adaptive_imputeadaptive_initializecitation_imputecitation_impute2

Dependencies:gluelatticeloggerLRMF3MatrixRcppRcppArmadilloRcppEigenrlangRSpectra

Readme and manuals

Help Manual

Help pageTopics
Create an Adaptive Imputation objectadaptive_imputation
AdaptiveImputeadaptive_impute adaptive_impute.LRMF adaptive_impute.sparseMatrix
AdaptiveInitializeadaptive_initialize adaptive_initialize.sparseMatrix
CitationImputecitation_impute citation_impute.LRMF citation_impute.sparseMatrix
CitationImputecitation_impute2 citation_impute2.LRMF citation_impute2.sparseMatrix