Security News
The Push to Ban Ransom Payments Is Gaining Momentum
Ransomware costs victims an estimated $30 billion per year and has gotten so out of control that global support for banning payments is gaining momentum.
watch-complexity
Advanced tools
Readme
Artificial Intelligence from experimental research on computational social science.
WatchComplexity is a Machine Learning framework to understand and analyze complex networks and more in general complex data. It is a collection of clustering techniques inspired by social science and communication theories.
All useful informations can be found in the wiki documentation:
The tool provides the following algorithms.
npm install watch-complexity
const watchcomplexity = require('watch-complexity');
Example of use:
// The list of edges
const edges = [
{from: "Napoleon", to: "Myriel", weight: 1},
{from: "Mme.Magloire", to: "Myriel", weight: 10},
{...}
];
// Measure the influence score and detect the influence roles
const nodes = watchcomplexity.influence.typology(edges);
That will return as result:
{
ranking:
[
{node: "Marius", role: "Hub", score: 100},
{node: "Courfeyrac", role: "Amplifier", score: 93.68029739776952},
{node: "Enjolras", role: "Reducer", score: 92.93680297397769},
{node: "Fantine", role: "Amplifier", score: 89.96282527881041},
...,
{node: "Mme.Hucheloup", role: "Emitter", score: 39.405204460966544},
{node: "Anzelma", role: "Low emitter", score: 34.94423791821562},
{node: "Pontmercy", role: "Reducer", score: 33.08550185873605},
...
{node: "OldMan", role: "Emitter branch", score: 1.4869888475836461},
{node: "Napoleon", role: "Emitter branch", score: 0}
],
nodes: 77,
edges: 254,
distribution: {
Blackhole: 0,
Vulcano: 0,
Channeler: 0,
Chain: 0,
Bridge: 1,
Connector: 3,
'Emitter branch': 15,
'Receiver branch': 2,
Receiver: 2,
Emitter: 4,
'Low emitter': 9,
Idle: 0,
Transceiver: 5,
Tophub: 0,
Hub: 1,
Dam: 6,
Reducer: 12,
Megamplifier: 7,
Amplifier: 10
}
}
Unit tests are inside the folder /test
, included test coverage through nyc
.
To run all unit tests, type:
npm test
Our main goal is to do experimental research with practical applications.
WatchComplexity is available under the MIT license.
FAQs
Artificial Intelligence from experimental research on computational social science.
We found that watch-complexity demonstrated a not healthy version release cadence and project activity because the last version was released a year ago. It has 1 open source maintainer collaborating on the project.
Did you know?
Socket for GitHub automatically highlights issues in each pull request and monitors the health of all your open source dependencies. Discover the contents of your packages and block harmful activity before you install or update your dependencies.
Security News
Ransomware costs victims an estimated $30 billion per year and has gotten so out of control that global support for banning payments is gaining momentum.
Application Security
New SEC disclosure rules aim to enforce timely cyber incident reporting, but fear of job loss and inadequate resources lead to significant underreporting.
Security News
The Python Software Foundation has secured a 5-year sponsorship from Fastly that supports PSF's activities and events, most notably the security and reliability of the Python Package Index (PyPI).