Other packages > Find by keyword >

NBLDA  

Negative Binomial Linear Discriminant Analysis
View on CRAN: Click here


Download and install NBLDA package within the R console
Install from CRAN:
install.packages("NBLDA")

Install from Github:
library("remotes")
install_github("cran/NBLDA")

Install by package version:
library("remotes")
install_version("NBLDA", "1.0.1")



Attach the package and use:
library("NBLDA")
Maintained by
Dincer Goksuluk
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2018-07-01
Latest Update: 2022-02-21
Description:
We proposed a package for the classification task which uses Negative Binomial distribution within Linear Discriminant Analysis (NBLDA). It is an extension of the 'PoiClaClu' package to Negative Binomial distribution. The classification algorithms are based on the papers Dong et al. (2016, ISSN: 1471-2105) and Witten, DM (2011, ISSN: 1932-6157) for NBLDA and PLDA, respectively. Although PLDA is a sparse algorithm and can be used for variable selection, the algorithm proposed by Dong et al. is not sparse. Therefore, it uses all variables in the classifier. Here, we extend Dong et al.'s algorithm to the sparse case by shrinking overdispersion towards 0 (Yu et al., 2013, ISSN: 1367-4803) and offset parameter towards 1 (as proposed by Witten DM, 2011). We support only the classification task with this version.
How to cite:
Dincer Goksuluk (2018). NBLDA: Negative Binomial Linear Discriminant Analysis. R package version 1.0.1, https://cran.r-project.org/web/packages/NBLDA. Accessed 15 Jul. 2026.
Previous versions and publish date:
0.99.0 (2018-07-01 15:31), 1.0.0 (2020-05-28 12:50), (2026-07-09 08:14)
Other packages that cited NBLDA R package
View NBLDA citation profile
Other R packages that NBLDA depends, imports, suggests or enhances
Complete documentation for NBLDA
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

PermAlgo  
Permutational Algorithm to Simulate Survival Data
This version of the permutational algorithm generates a dataset in which event and censoring times ...
Download / Learn more Package Citations See dependency  
footBayes  
Fitting Bayesian and MLE Football Models
This is the first package allowing for the estimation, visualization and prediction of the most wel ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
pulseTD  
Identification of Transcriptional Dynamics using Pulse Models via 4su-Seq Data and RNA-Seq Data
A tool for analyzing the transcription, processing and degradation rates of genes by 4sU-seq (the Me ...
Download / Learn more Package Citations See dependency  
gscaLCA  
Generalized Structure Component Analysis- Latent Class Analysis & Latent Class Regression
Execute Latent Class Analysis (LCA) and Latent Class Regression (LCR) by using Generalized Structu ...
Download / Learn more Package Citations See dependency  
gamlss.add  
Extra Additive Terms for Generalized Additive Models for Location Scale and Shape
Interface for extra smooth functions including tensor products, neural networks and decision trees. ...
Download / Learn more Package Citations See dependency  

27,806

R Packages

239,283

Dependencies

73,837

Author Associations

27,807

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA