如何在大型Twitter图中找到两个用户的唯一关注者数量?

时间:2016-04-01 00:27:52

标签: r networking matrix twitter graph

我正在尝试在Twitter中找到两个用户(联盟(关注者A,关注者B))的独特关注者数量。 我使用了以下代码,它对于小图表非常适用。

library(igraph)
library(Matrix) 
mat<-matrix(c("A","A","C","B","C","D","H","F","F","I","I","C","D","D","D","E","E‌​","F","E","G","F","G"),ncol=2) 
mat<-as.data.frame(mat)
graph<-graph.data.frame(mat)
undirected_graph<-graph.data.frame(mat,directed=FALSE)
A<-get.adjacency(graph)
D<-colSums(A)
B<-matrix(D,ncol=length(D),nrow=length(D)) 
#unique followers of two selected nodes 
unique<-B+t(B)-t(A)%*%A
runique<-unique-get.adjacency(undirected_graph)

现在我想将此代码用于更大的图形。代码可以轻松创建邻接矩阵,但是当涉及到矩阵B时,我的内存耗尽。 我尝试了以下代码:

B<-Matrix(D,ncol=length(D),nrow=length(D),sparse=T)

但我仍有同样的问题。你能帮我解决这个问题吗?

1 个答案:

答案 0 :(得分:0)

可以在不计算unique的情况下计算

B

unique <- t(D + t(D - crossprod(A)))