62 4. CHALLENGING PROBLEMS OF FAKE NEWS DETECTION
4.2 WEAKLY SUPERVISED FAKE NEWS DETECTION
4.2.1 A TENSOR DECOMPOSITION SEMI-SUPERVISED APPROACH
A D fa
1
; a
2
; ; a
N
g a
i
† d D j†j
y 2 f1; 0; 1g
a y
k
1
1
1
1
0
0
0
0
0
0
0
0
1
-1
-1
-1
-1
-1
-1
-1
-1 -1
-1
-1
-1
-1
-1
1
1
1
1
1
1
1
1
1
Belief PropagationKNN Graph
Tensor
Decomposition
X
H
B
F
Building KNN Graph of News Articles
a
i
X 2 R
N d d
X 2 R
N d d