10 Aug 2004
CS 5244: Orientation
60
/32
Cosine Similarity
¡
If X and Y are two
n
-
dimensional vectors:
l
X
· Y = |X| |Y| cos
θ
l
cos
θ
= X · Y / |X| |Y|
l
l
= 1 when identical
l
= 0 when orthogonal
θ
Cos (Q,Dd)
= Q
· D
d
/ |Q| |D
d
|
= (1/W
q
W
d
)
Σ
w
q,t
·
w
d,t
= (1/W
d
)
Σ
w
q,t
· w
d,t
q
d