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GraphViewer: CommunityDetection algorithm implemented successfully, however distance is not yet considered for decission

This commit is contained in:
Michael Hackstein 2013-05-13 15:28:41 +02:00
parent 3d1bd8dfde
commit 6d65938645
3 changed files with 132 additions and 17 deletions

View File

@ -70,17 +70,136 @@ function NodeReducer(nodes, edges) {
dQ[sID][lID] = cFact - a[sID] * a[lID];
if (heap[sID].val < dQ[sID][lID]) {
heap[sID].val = dQ[sID][lID];
heap[sID].sID = sID;
heap[sID].lID = lID;
}
});
},
getLargestOnHeap = function(heap) {
return _.max(heap, function(e) {
return e.val;
});
},
joinCommunities = function(sID, lID, coms) {
var old = coms[sID] || [sID],
newC = coms[lID] || [lID];
coms[lID] = old.concat(newC);
delete coms[sID];
},
getDQValue = function(dQ, a, b) {
if (a < b) {
if (dQ[a] !== undefined) {
return dQ[a][b];
}
return undefined;
}
if (dQ[b] !== undefined) {
return dQ[b][a];
}
return undefined;
},
setDQValue = function(dQ, heap, a, b, val) {
if (a < b) {
if(dQ[a] === undefined) {
dQ[a] = {};
heap[a] = {};
heap[a].val = -1;
}
dQ[a][b] = val;
if (heap[a].val < val) {
heap[a].val = val;
heap[a].sID = a;
heap[a].lID = b;
}
} else {
if(dQ[b] === undefined) {
dQ[b] = {};
heap[b] = {};
heap[b].val = -1;
}
dQ[b][a] = val;
if (heap[b].val < val) {
heap[b].val = val;
heap[b].sID = b;
heap[b].lID = a;
}
}
},
delDQValue = function(dQ, a, b) {
if (a < b) {
delete dQ[a][b];
} else {
delete dQ[b][a];
}
},
updateValues = function(largest, dQ, a, heap) {
var lID = largest.lID,
sID = largest.sID;
_.each(nodes, function (n) {
var id = n._id;
if (id == sID || id == lID) {
return null;
}
var c1 = getDQValue(dQ, id, sID),
c2 = getDQValue(dQ, id, lID);
if (c1 !== undefined) {
if (c2 !== undefined) {
setDQValue(dQ, heap, id, lID, c1 + c2);
} else {
setDQValue(dQ, heap, id, lID, c1 - 2 * a[lID] * a[id]);
}
delDQValue(dQ, id, sID);
} else {
if (c2 !== undefined) {
setDQValue(dQ, heap, id, lID, c2- 2 * a[sID] * a[id]);
}
}
});
delete dQ[sID];
delete heap[sID];
a[lID] += a[sID];
delete a[sID];
},
communityDetectionStep = function(dQ, a, heap, coms) {
var l = getLargestOnHeap(heap);
if (l.val < 0) {
return false;
}
joinCommunities(l.sID, l.lID, coms);
updateValues(l, dQ, a, heap);
return true;
};
self.getCommunity = function(limit, focus) {
var dQ = {},
a = {},
heap = {};
heap = {},
q = 0,
coms = {},
res = [];
if (nodes.length === 0 || edges.length === 0) {
throw "Load some nodes first.";
}
populateValues(dQ, a, heap);
return [];
while (communityDetectionStep(dQ, a, heap, coms)) {
}
res = _.values(coms);
res.sort(function(a, b) {
return b.length - a.length;
});
if (_.contains(res[0], focus)) {
return res[1];
}
return res[0];
};
}

View File

@ -73,14 +73,13 @@ var helper = helper || {};
};
};
helper.createClique = function(nodes, toConnect) {
var edges = [], i, j;
helper.insertClique = function(nodes, edges, toConnect) {
var i, j;
for (i = 0; i < toConnect.length - 1; i++) {
for (j = i + 1; j < toConnect.length; j++) {
edges.push(helper.createSimpleEdge(nodes, toConnect[i], toConnect[j]));
}
}
return edges;
};
}());

View File

@ -75,16 +75,13 @@
var com = this.actual,
check = true;
this.message = function() {
var msg = _.map(com, function(c) {
return c._id;
});
return "Expected " + msg + " to contain " + ns;
return "Expected " + com + " to contain " + ns;
};
if (com.length !== ns.length) {
return false;
}
_.each(ns, function(n) {
if(!_.contains(com, nodes[n])) {
if(!_.contains(com, n)) {
check = false;
}
});
@ -112,13 +109,13 @@
edges.push(helper.createSimpleEdge(nodes, 0, 3));
edges.push(helper.createSimpleEdge(nodes, 3, 4));
var com = reducer.getCommunity(2, nodes[4]);
expect(com).toContainNodes([0, 1, 2, 3]);
var com = reducer.getCommunity(3, nodes[4]);
expect(com).toContainNodes([0, 1, 2]);
});
it('should prefer cliques as a community over an equal sized other group', function() {
nodes = helper.createSimpleNodes([0, 1, 2, 3, 4, 5, 6, 7, 8]);
edges = helper.createClique(nodes, [0, 1, 2, 3]);
helper.insertSimpleNodes(nodes, [0, 1, 2, 3, 4, 5, 6, 7, 8]);
helper.insertClique(nodes, edges, [0, 1, 2, 3]);
edges.push(helper.createSimpleEdge(nodes, 4, 3));
edges.push(helper.createSimpleEdge(nodes, 4, 5));
edges.push(helper.createSimpleEdge(nodes, 5, 6));
@ -130,8 +127,8 @@
});
it('should not return a close group if there is an alternative', function() {
nodes = helper.createSimpleNodes([0, 1, 2, 3, 4, 5, 6, 7]);
edges = helper.createClique(nodes, [0, 1, 2]);
helper.insertSimpleNodes(nodes, [0, 1, 2, 3, 4, 5, 6, 7]);
helper.insertClique(nodes, edges, [0, 1, 2]);
edges.push(helper.createSimpleEdge(nodes, 3, 2));
edges.push(helper.createSimpleEdge(nodes, 3, 4));
edges.push(helper.createSimpleEdge(nodes, 4, 5));