basic-influence-roles
Detect and measure the Basic Influence Role each node plays in a Directed Network.
Science Score: 44.0%
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Low similarity (13.7%) to scientific vocabulary
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Detect and measure the Basic Influence Role each node plays in a Directed Network.
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README.md
Basic Influence Roles (BIRs) · 
A deterministic scalable algorithm to detect and measure the basic influence role each node plays within a directed network.
Every node plays a certain role in the network and affects the other nodes in its own different way. Given a large dataset of nodes as input, the algorithm provides: - A ranking of all nodes by influence score - The typology of influence, the basic influence role - The influence measure based on influence role - The level (the role's subcategory based on influence measure) - An influence score based on generic indegree and outdegree
The algorithm is implemented in the following programming languages: - Python - JavaScript
Basic Influence Roles (BIRs)
We have six basic influence roles summarized below.
Role | Description | Levels
--- | --- | --- |
Emitter | A node that spreads information without receiving. | branch, weak, strong, top
Amplifier | A node with significantly more outgoing connections than incoming ones. | weak, strong, top
Hub | A node balanced as production and reception of information. | branch, weak, strong, top
Reducer | A node with significantly more incoming connections than outcoming ones | weak, strong, top
Receiver | A node which receives only interactions, but does not produce any. | branch, weak, strong, top
Isolated | A totally non-participatory (or totally disconnected) node | none
BIRs' Levels
The levels of BIRs are subcategories based on the influence magnitude of every role. Below we have the description of every level and a graph representation of the branch nodes.
Level | Description
--- | --- |
None | A total absence of influence.
Branch | The lowest influence related to a given role.
Weak | A weak role influence.
Strong | A strong role influence.
Top | The greatest influence related to a given role.
BIRs' Influence Measure
Influence measure is a normalized value to quantify the magnitude of influence for each role.
Research Notebooks
For reliability aims, we provide two research notebooks, that can be also useful as examples, under the folder /research-notebooks, to test the algorithm behavior across both static and dynamic network structures using synthetic datasets.
Citing
If you use this software in your work, please cite it as below:
Miceli, D. (2024). Basic Influence Roles (BIRs) [Computer software]. https://github.com/davidemiceli/basic-influence-roles
Or the BibTeX version:
bibtex
@software{MiceliBasicInfluenceRoles2024,
author = {Miceli, Davide},
license = {MIT},
month = mar,
title = {{Basic Influence Roles (BIRs)}},
url = {https://github.com/davidemiceli/basic-influence-roles},
year = {2024}
}
License
Basic Influence Roles is an open source project available under the MIT license.
Owner
- Name: Davide Miceli
- Login: davidemiceli
- Kind: user
- Location: Italy, Milan
- Website: https://github.com/davidemiceli
- Twitter: divud1
- Repositories: 7
- Profile: https://github.com/davidemiceli
Data Scientist. I write Algorithms for Data Mining and Complex Systems. #BigData #DataViz #MachineLearning #AI #SocialScience #BioTech #FinTech
Citation (CITATION.cff)
cff-version: 1.2.0 message: "If you use this software, please cite it as below." authors: - family-names: "Miceli" given-names: "Davide" orcid: "https://orcid.org/0009-0008-9922-7817" title: "Basic Influence Roles (BIRs)" version: 1.0.0 publisher: "GitHub" journal: "GitHub repository" howpublished: "https://github.com/davidemiceli/basic-influence-roles" date-released: 2024-03-09 url: "https://github.com/davidemiceli/basic-influence-roles" license: MIT license-url: "https://github.com/davidemiceli/basic-influence-roles/blob/main/LICENSE" # preferred-citation: # type: article # authors: # - family-names: "Miceli" # given-names: "Davide" # orcid: "https://orcid.org/0009-0008-9922-7817" # doi: "00.0000/00000" # journal: "Journal Title" # month: 3 # start: 1 # First page number # end: 10 # Last page number # title: "My awesome research software" # issue: 1 # volume: 1 # year: 2024
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- Total packages: 2
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Total downloads:
- pypi 37 last-month
- npm 6 last-month
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Total dependent packages: 0
(may contain duplicates) -
Total dependent repositories: 0
(may contain duplicates) - Total versions: 7
- Total maintainers: 1
pypi.org: basic-influence-roles
Detect and measure the Basic Influence Role each node holds within a Directed Network.
- Homepage: https://github.com/davidemiceli/basic-influence-roles
- Documentation: https://basic-influence-roles.readthedocs.io/
- License: MIT License
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Latest release: 1.0.5
published almost 2 years ago
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Maintainers (1)
npmjs.org: basic-influence-roles
Detect and measure the Basic Influence Role each node holds within a Directed Network.
- Homepage: https://github.com/davidemiceli/basic-influence-roles
- License: MIT
-
Latest release: 1.0.5
published almost 2 years ago
Rankings
Maintainers (1)
Dependencies
- chai ^4.2.0 development
- graphology ^0.25.4 development
- mocha ^10.3.0 development
- nyc ^15.1.0 development
- coverage * development
- networkx * development