Method

KL div.

MRR

MAP

Weighted random

40.734e−2

45.000e−2

74.341e−2

Word2Vec

38.810e−2

44.973e−2

74.313e−2

GloVe

36.187e−2

47.802e−2

73.608e−2

DeepWalk

39.496e−2

45.192e−2

74.176e−2

LINE(1st)

40.006e−2

45.000e−2

74.341e−2

LINE(2nd)

37.796e−2

51.209e−2

73.553e−2

LINE(concat)

37.560e−2

51.071e−2

73.343e−2

PTE(joint)

39.417e−2

45.192e−2

74.368e−2

Proposed (concat)

40.425e−2

45.000e−2

74.341e−2

Proposed (concat)

38.766e−2

45.082e−2

74.341e−2

Proposed (concat)

38.933e−2

45.137e−2

74.368e−2

Proposed (divide)

38.606e−2

45.000e−2

74.341e−2

Proposed (divide)

39.051e−2

45.852e−2

74.167e−2

Proposed (divide)

37.216e−2

51.511e−2

72.610e−2