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Description

Integration Network.

It constructs a Consensus Network which identifies the general information of all the layers and Specific Networks for each layer with the information present only in that layer and not in all the others.The method is described in Policastro et al. (2024) "INet for network integration" <doi:10.1007/s00180-024-01536-8>.

INet for Network Integration

The method is described in detail in the paper:

V. Policastro, M. Magnani, C. Angelini and A. Carissimo(2024). INet for network integration. Computational Statistics.https://link.springer.com/article/10.1007/s00180-024-01536-8

For the installation in R:

           devtools::install_github("ValeriaPolicastro/INet-Tool")

We want to identify general information by building a Consensus Network and then to obtain Case-Specific Networks one for each layer with the information present only in that layer and not in all the others.

Important Functions:

  • consensusNet to create the Consensus Network

  • specificNet to create the Case Specific Network

  • thresholdNet to change the threshold of the consensus from the similar layer after the algorithm

  • JWmean to see how distant are the layers at the beginning

Integration Network Algorithm:

Metadata

Version

0.1.1

License

Unknown

Platforms (75)

    Darwin
    FreeBSD
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    MMIXware
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