1st round of Hubs and Authorities ranking procedure:
Adjacency matrix representation of the graph is:
M=
A | B | C | D | E | |
A | 0 | 0 | 1 | 0 | 0 |
B | 0 | 0 | 1 | 1 | 1 |
C | 0 | 0 | 0 | 0 | 0 |
D | 0 | 0 | 0 | 0 | 0 |
E | 0 | 0 | 0 | 0 | 0 |
Transpose matrix of M
MT =
A | B | C | D | E | |
A | 0 | 0 | 0 | 0 | 0 |
B | 0 | 0 | 0 | 0 | 0 |
C | 1 | 1 | 0 | 0 | 0 |
D | 0 | 1 | 0 | 0 | 0 |
E | 0 | 1 | 0 | 0 | 0 |
Assume the initial hub weight vector is:
u=
1 |
1 |
1 |
1 |
1 |
We compute the authority weight vector by:
v= MT x u =
0 | 0 | 0 | 0 | 0 |
0 | 0 | 0 | 0 | 0 |
1 | 1 | 0 | 0 | 0 |
0 | 1 | 0 | 0 | 0 |
0 | 1 | 0 | 0 | 0 |
x
1 |
1 |
1 |
1 |
1 |
=
0 |
0 |
2 |
1 |
1 |
Then, updated hub weight is:
u = M x v =
0 | 0 | 1 | 0 | 0 |
0 | 0 | 1 | 1 | 1 |
0 | 0 | 0 | 0 | 0 |
0 | 0 | 0 | 0 | 0 |
0 | 0 | 0 | 0 | 0 |
x
0 |
0 |
2 |
1 |
1 |
=
2 |
4 |
0 |
0 |
0 |
Nodes | Hub(u) | Authority(v) |
A | 2 | 0 |
B | 4 | 0 |
C | 0 | 2 |
D | 0 | 1 |
E | 0 | 1 |
2nd round of Hubs and Authorities ranking procedure:
u = 22 + 42 + 02 + 02 + 02 = 20
=2/sqrt(20) , 4/sqrt(20), 0/sqrt(20), 0/sqrt(20), 0/sqrt(20)
=0.4472, 0.8944, 0, 0, 0
v= 02 + 02 + 22 + 12 + 12 = 6
= 0/sqrt(6), 0/sqrt(6), 2/sqrt(6), 1/sqrt(6), 1/sqrt(6)
=0, 0, 0.8165, 0.4082, 0.4082
Nodes | Hub(u) | Authority(v) |
A | 0.4472 | 0 |
B | 0.8944 | 0 |
C | 0 | 0.8165 |
D | 0 | 0.4082 |
E | 0 | 0.4082 |
Show the values obtained by applying two rounds of the Hubs and Author ities ranking procedure to...
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