Debian Med Project
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Summary
Statistics
Debian Med statistics

This metapackage will install packages which are helpful to do statistics with a special focus on tasks in medical care.

Description

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Links to other tasks

Debian Med Statistics packages

Official Debian packages with high relevance

R-bioc-limma
linear models for microarray data
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A Bioconductor package for the analysis of gene expression microarray data, especially the use of linear models for analysing designed experiments and the assessment of differential expression. The package includes pre-processing capabilities for two-colour spotted arrays. The differential expression methods apply to all array platforms and treat Affymetrix, single channel and two channel experiments in a unified way.

R-bioc-multtest
Bioconductor resampling-based multiple hypothesis testing
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Non-parametric bootstrap and permutation resampling-based multiple testing procedures (including empirical Bayes methods) for controlling the family-wise error rate (FWER), generalized family-wise error rate (gFWER), tail probability of the proportion of false positives (TPPFP), and false discovery rate (FDR). Several choices of bootstrap-based null distribution are implemented (centered, centered and scaled, quantile-transformed). Single-step and step-wise methods are available. Tests based on a variety of t- and F-statistics (including t-statistics based on regression parameters from linear and survival models as well as those based on correlation parameters) are included. When probing hypotheses with t-statistics, users may also select a potentially faster null distribution which is multivariate normal with mean zero and variance covariance matrix derived from the vector influence function. Results are reported in terms of adjusted p-values, confidence regions and test statistic cutoffs. The procedures are directly applicable to identifying differentially expressed genes in DNA microarray experiments.

R-bioc-qvalue
GNU R пакет для оценки Q-значений для FDR контроля
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Этот пакет принимает список p-значений, полученных в результате одновременного тестирование множества гипотез, и оценивает их q-значения. Q- значение теста измеряет долю ложных срабатываний (долю ложных отклонений), когда некоторый конкретный тест называется значимым. Порождаемые диаграммы позволяют определять значимые пограничные случаи. Имеется несколько математических подтверждений, показывающих консервативную точность оцениваемых данным ПО q-значений. Это ПО может быть применено к задачам в области геномики, сканирования мозга, астрофизики и интеллектуального анализа данных.

R-cran-ade4
GNU R analysis of ecological data
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This GNU R package allows analysis of ecological data and contains exploratory and euclidean methods in environmental sciences.

It supports multivariate data analysis and graphical display.

R-cran-beeswarm
bee swarm plot, an alternative to stripchart
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Beeswarm is an add-on package for the R statistical environment. The bee swarm plot is a one-dimensional scatter plot like "stripchart", but with closely-packed, non-overlapping points.

R-cran-pvclust
Hierarchical Clustering with P-Values via Multiscale Bootstrap
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pvclust is a package for assessing the uncertainty in hierarchical cluster analysis. It provides AU (approximately unbiased) p-values as well as BP (boostrap probability) values computed via multiscale bootstrap resampling.

R-cran-randomforest
GNU R package implementing the random forest classificator
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devellang:r, library
fieldbiology, biology:bioinformatics, medicine
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RandomForest implements Breiman’s random forest algorithm (based on Breiman and Cutler’s original Fortran code) for classification and regression. It can also be used in unsupervised mode for assessing proximities among data points.

The technique uses multiple decision trees and combines their individual votes.

R-cran-rwave
GNU R time-frequency analysis of 1-D signals
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A set of R functions which provide an environment for the Time-Frequency analysis of 1-D signals (and especially for the wavelet and Gabor transforms of noisy signals). It was originally written for Splus by Rene Carmona, Bruno Torresani, and Wen L. Hwang, first at the University of California at Irvine and then at Princeton University. Credit should also be given to Andrea Wang whose functions on the dyadic wavelet transform are included. Rwave is based on the book: "Practical Time-Frequency Analysis: Gabor and Wavelet Transforms with an Implementation in S", by Rene Carmona, Wen L. Hwang and Bruno Torresani (1998, eBook ISBN:978008053942), Academic Press.

R-cran-snowfall
GNU R easier cluster computing (based on snow)
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Usability wrapper around snow for easier development of parallel R programs. This package offers e.g. extended error checks, and additional functions. All functions work in sequential mode, too, if no cluster is present or wished. Package is also designed as connector to the cluster management tool sfCluster, but can also used without it.

R-cran-waveslim
GNU R wavelet routines for 1-, 2- and 3-D signal processing
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Basic wavelet routines for time series (1D), image (2D) and array (3D) analysis. The code provided here is based on wavelet methodology developed in Percival and Walden (2000); Gencay, Selcuk and Whitcher (2001); the dual-tree complex wavelet transform (DTCWT) from Kingsbury (1999, 2001) as implemented by Selesnick; and Hilbert wavelet pairs (Selesnick 2001, 2002). All figures in chapters 4-7 of GSW (2001) are reproducible using this package and R code available at the book website(s) below.

R-cran-wavethresh
GNU R wavelets statistics and transforms
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Performs 1, 2 and 3D real and complex-valued wavelet transforms, nondecimated transforms, wavelet packet transforms, nondecimated wavelet packet transforms, multiple wavelet transforms, complex-valued wavelet transforms, wavelet shrinkage for various kinds of data, locally stationary wavelet time series, nonstationary multiscale transfer function modeling, density estimation.

Official Debian packages with lower relevance

Science-statistics
Debian Science Statistics packages
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rolemetapackage
suitedebian
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This metapackage is part of the Debian Pure Blend "Debian Science" and installs packages related to statistics. This task is a general task which might be useful for any scientific work. It depends from a lot of R packages as well as from other tools which are useful to do statistics. Moreover the Science Mathematics task is suggested to optionally install all mathematics related software.

*Popularitycontest results: number of people who use this package regularly (number of people who upgraded this package recently) out of 200747