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Author Spotlight: Emerging Technologies and Advanced Tools for Decoding Metabolomics Data Analysis
Published on: November 10, 2023
RANKS: a flexible tool for node label ranking and classification in biological networks
Giorgio Valentini1, Giuliano Armano2, Marco Frasca1
1AnacletoLab, Department of Computer Science, University of Milan, 20135 Milan, Italy.
Unlabelled:
RANKS is a flexible software package that can be easily applied to any bioinformatics task formalizable as ranking of nodes with respect to a property given as a label, such as automated protein function prediction, gene disease prioritization and drug repositioning. To this end RANKS provides an efficient and easy-to-use implementation of kernelized score functions, a semi-supervised algorithmic scheme embedding both local and global learning strategies for the analysis of biomolecular networks. To facilitate comparative assessment, baseline network-based methods, e.g. label propagation and random walk algorithms, have also been implemented.
Availability And Implementation:
The package is available from CRAN: https://cran.r-project.org/ The package is written in R, except for the most computationally intensive functionalities which are implemented in C.
Contact:
valentini@di.unimi.it
Supplementary Information:
Supplementary data are available at Bioinformatics online.
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