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function createNode() { | |
return { | |
score: 1, | |
incoming: [], | |
outgoing: [], | |
total: 0, | |
}; | |
} | |
function getIncomingEdge(node, toMatch) { | |
for (let i = 0; i < node.incoming.length; i += 1) { | |
const edge = node.incoming[i]; | |
if (edge.source === toMatch) { | |
return edge; | |
} | |
} | |
return undefined; | |
} | |
function getOutgoingEdge(node, toMatch) { | |
for (let i = 0; i < node.outgoing.length; i += 1) { | |
const edge = node.outgoing[i]; | |
if (edge.target === toMatch) { | |
return edge; | |
} | |
} | |
return undefined; | |
} | |
function createEdge(source, target) { | |
const currentEdge = getIncomingEdge(target, source) || getOutgoingEdge(source, target); | |
if (currentEdge) { | |
currentEdge.weight += 1; | |
} else { | |
const edge = { | |
source, | |
target, | |
weight: 1, | |
}; | |
target.incoming.push(edge); | |
source.outgoing.push(edge); | |
} | |
} | |
function computeOutgoingEdges(node) { | |
return node.outgoing.reduce((acc, edge) => acc + edge.weight, 0); | |
} | |
const DAMP = 0.85; | |
const TOLERANCE = 0.001; | |
function computeScore(source) { | |
function computeInternalScore(node, damp) { | |
if (damp < TOLERANCE) { | |
return node.score; | |
} | |
const total = 1 - DAMP + node.incoming.reduce( | |
(acc, edge) => acc + computeInternalScore(edge.source, damp * DAMP) * edge.weight / computeOutgoingEdges(edge.source), | |
node.score, | |
) * DAMP; | |
node.total = total; | |
return total; | |
} | |
return computeInternalScore(source, DAMP); | |
} | |
const nodes = [ | |
createNode(), | |
createNode(), | |
createNode(), | |
createNode(), | |
createNode(), | |
createNode(), | |
]; | |
const sub = [ | |
createNode(), | |
createNode(), | |
createNode(), | |
createNode(), | |
createNode(), | |
]; | |
// Link Node 1 to Node 2 | |
createEdge(nodes[1], nodes[2]); | |
// Link Node 2 to Node 1 | |
createEdge(nodes[2], nodes[1]); | |
// Link Node 3 to Node 0 1 | |
createEdge(nodes[3], nodes[0]); | |
createEdge(nodes[3], nodes[1]); | |
// Link Node 4 to 1, 3, 5 | |
createEdge(nodes[4], nodes[1]); | |
createEdge(nodes[4], nodes[3]); | |
createEdge(nodes[4], nodes[5]); | |
// Link Node 5 to 1, 4 | |
createEdge(nodes[5], nodes[1]); | |
createEdge(nodes[5], nodes[4]); | |
// Link sub ndoes to node 4 | |
sub.forEach((node) => { | |
createEdge(node, nodes[4]); | |
}); | |
// Link first 3 sub nodes to node 1 | |
createEdge(sub[0], nodes[1]); | |
createEdge(sub[1], nodes[1]); | |
createEdge(sub[2], nodes[1]); | |
// Compute | |
for (let i = 0; i < 10; i += 1) { | |
nodes.forEach((node) => { | |
computeScore(node); | |
}); | |
sub.forEach((node) => { | |
computeScore(node); | |
}); | |
} | |
// Output | |
nodes.forEach((node, id) => { | |
console.log(`Node #${id}`, computeScore(node)); | |
}); | |
sub.forEach((node, id) => { | |
console.log(`Sub Node #${id}`, computeScore(node)); | |
}); |
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