COSNet
This is the released version of COSNet; for the devel version, see COSNet.
Cost Sensitive Network for node label prediction on graphs with highly unbalanced labelings
Bioconductor version: Release (3.23)
Package that implements the COSNet classification algorithm. The algorithm predicts node labels in partially labeled graphs where few positives are available for the class being predicted.
Author: Marco Frasca and Giorgio Valentini -- Universita' degli Studi di Milano
Maintainer: Marco Frasca<frasca at di.unimi.it>
citation("COSNet")):
Huber W, Carey VJ, Gentleman R, Anders S, Carlson M, Carvalho BS, Bravo HC, Davis S, Gatto L, Girke T, Gottardo R, Hahne F, Hansen KD, Irizarry RA, Lawrence M, Love MI, MacDonald J, Obenchain V, Oleś AK, Pagès H, Reyes A, Shannon P, Smyth GK, Tenenbaum D, Waldron L, Morgan M (2015). "Orchestrating high-throughput genomic analysis with Bioconductor." Nature Methods, 12(2), 115–121. doi:10.1038/nmeth.3252.
Gentleman RC, Carey VJ, Bates DM, Bolstad B, Dettling M, Dudoit S, Ellis B, Gautier L, Ge Y, Gentry J, Hornik K, Hothorn T, Huber W, Iacus S, Irizarry R, Leisch F, Li C, Maechler M, Rossini AJ, Sawitzki G, Smith C, Smyth G, Tierney L, Yang JYH, Zhang J (2004). "Bioconductor: open software development for computational biology and bioinformatics." Genome Biology, 5(10), R80. doi:10.1186/gb-2004-5-10-r80.
Installation
To install this package, start R (version "4.6") and enter:
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("COSNet")
For older versions of R, please refer to the appropriate Bioconductor release.
Documentation
To view documentation for the version of this package installed in your system, start R and enter:
browseVignettes("COSNet")| An R Package for Predicting Binary Labels in Partially-Labeled Graphs | R Script | |
| Reference Manual | ||
| NEWS | Text |
Details
| biocViews | Classification, GraphAndNetwork, Network, NeuralNetwork, Software |
| Version | 1.46.0 |
| In Bioconductor since | BioC 3.0 (R-3.1) (12 years) |
| License | GPL (>= 2) |
| Depends | |
| Imports | |
| System Requirements | |
| URL | https://github.com/m1frasca/COSNet_GitHub |
See More
| Suggests | bionetdata, PerfMeas, RUnit, BiocGenerics |
| Linking To | |
| Enhances | |
| Depends On Me | |
| Imports Me | |
| Suggests Me | |
| Links To Me | |
| Build Report | Build Report |
Package Archives
Follow Installation instructions to use this package in your R session.
| Source Package | COSNet_1.46.0.tar.gz |
| Windows Binary (x86_64) | COSNet_1.46.0.zip |
| macOS Binary (big-sur-x86_64) | COSNet_1.46.0.tgz |
| macOS Binary (sonoma-arm64) | COSNet_1.46.0.tgz |
| Source Repository | git clone https://git.bioconductor.org/packages/COSNet |
| Source Repository (Developer Access) | git clone git@git.bioconductor.org:packages/COSNet |
| Bioc Package Browser | https://code.bioconductor.org/browse/COSNet/ |
| Package Short Url | https://bioconductor.org/packages/COSNet/ |
| Package Downloads Report | Download Stats |