|
Algorithm
|
TC
|
PMI
|
TC
|
PMI
|
TC
|
PMI
|
Rank@5
|
TC
|
PMI
|
TC
|
PMI
|
TC
|
PMI
|
Rank@10
|
|---|
|
ClusTop-Word-NA
|
− 37.6 (21)
|
− 5.5 (15)
|
− 34.1 (15)
|
− 7.7 (14)
|
− 37.9 (18)
|
− 14.4 (17)
|
(16.7)
|
− 171.0 (21)
|
− 49.2 (16)
|
− 160.8 (17)
|
− 39.5 (15)
|
− 173.4 (18)
|
− 67.5 (19)
|
(17.7)
|
|
ClusTop-BiG-NA
|
− 36.6 (20)
|
7.3 (8)
|
− 35.9 (17)
|
1.2 (9)
|
− 42.5 (22)
|
− 16.4 (18)
|
(15.7)
|
− 153.4 (20)
|
− 29.6 (13)
|
− 158.2 (16)
|
− 25.8 (13)
|
− 194.8 (21)
|
− 63.4 (18)
|
(16.8)
|
|
ClusTop-TriG-NA
|
− 30.9 (17)
|
10.7 (5)
|
− 35.8 (16)
|
− 2.6 (13)
|
− 42.0 (21)
|
− 18.2 (19)
|
(15.2)
|
− 122.6 (16)
|
− 16.1 (12)
|
− 166.5 (19)
|
− 25.1 (12)
|
− 194.2 (20)
|
− 73.5 (21)
|
(16.7)
|
|
ClusTop-BiHa-NA
|
− 23.3 (12)
|
19.6 (1)
|
− 32.3 (14)
|
4.7 (7)
|
− 37.9 (18)
|
− 11.2 (14)
|
(11.0)
|
− 81.4 (12)
|
7.1 (4)
|
− 140.8 (15)
|
− 14.9 (11)
|
− 169.9 (17)
|
− 50.7 (15)
|
(12.3)
|
|
ClusTop-Hash-NA
|
− 7.1 (2)
|
5.8 (9)
|
− 14.8 (4)
|
0.3 (11)
|
− 14.1 (4)
|
2.6 (6)
|
(6.0)
|
− 19.4 (2)
|
2.3 (8)
|
− 54.9 (5)
|
− 6.9 (8)
|
− 47.8 (4)
|
4.4 (5)
|
(5.3)
|
|
ClusTop-Noun-NA
|
− 17.1 (6)
|
10.6 (6)
|
− 21.4 (8)
|
6.9 (5)
|
− 22.8 (10)
|
− 0.3 (10)
|
(7.5)
|
− 64.7 (8)
|
2.9 (6)
|
− 90.5 (10)
|
− 3.6 (7)
|
− 97.8 (14)
|
− 14.1 (10)
|
(9.2)
|
|
ClusTop-H2VG-NA
|
− 17.9 (8)
|
− 7.8 (16)
|
− 22.8 (10)
|
− 9.3 (15)
|
− 22.5 (8)
|
− 7.9 (12)
|
(11.5)
|
− 69.3 (9)
|
− 35.7 (14)
|
− 87.2 (9)
|
− 35.5 (14)
|
− 62.1 (7)
|
− 20.9 (11)
|
(10.7)
|
|
ClusTop-H2VW-NA
|
− 9.4 (3)
|
16.6 (3)
|
− 11.0 (2)
|
18.2 (1)
|
− 8.9 (2)
|
21.2 (1)
|
(2.0)
|
− 28.0 (3)
|
40.3 (2)
|
− 32.5 (2)
|
48.4 (1)
|
− 18.4 (1)
|
48.6 (2)
|
(1.8)
|
|
ClusTop-H2VF-NA
|
− 10.5 (4)
|
18.8 (2)
|
− 10.4 (1)
|
18.0 (2)
|
− 8.6 (1)
|
20.3 (2)
|
(2.0)
|
− 31.8 (5)
|
45.7 (1)
|
− 30.7 (1)
|
45.5 (2)
|
− 19.0 (2)
|
48.7 (1)
|
(2.0)
|
|
ClusTop-Word-AH
|
− 30.9 (17)
|
− 1.6 (14)
|
− 40.2 (19)
|
− 27.6 (19)
|
− 24.2 (11)
|
10.3 (3)
|
(13.8)
|
− 137.6 (18)
|
− 57.7 (17)
|
− 198.3 (21)
|
− 131.1 (20)
|
− 88.5 (12)
|
9.1 (4)
|
(15.3)
|
|
ClusTop-Hash-AH
|
− 6.3 (1)
|
5.4 (10)
|
− 12.8 (3)
|
0.9 (10)
|
− 13.1 (3)
|
2.6 (6)
|
(5.5)
|
− 16.2 (1)
|
1.5 (9)
|
− 47.3 (3)
|
− 7.3 (9)
|
− 43.7 (3)
|
2.2 (6)
|
(5.2)
|
|
ClusTop-Noun-AH
|
− 28.7 (14)
|
− 11.4 (18)
|
− 41.8 (20)
|
− 19.8 (18)
|
− 17.6 (5)
|
4.6 (4)
|
(13.2)
|
− 132.4 (17)
|
− 72.3 (19)
|
− 185.6 (20)
|
− 102.5 (18)
|
− 63.8 (8)
|
− 2.5 (9)
|
(15.2)
|
|
ClusTop-H2VG-AH
|
− 17.6 (7)
|
− 9.1 (17)
|
− 32.0 (13)
|
− 15.6 (17)
|
− 29.5 (14)
|
− 11.3 (15)
|
(13.8)
|
− 71.2 (10)
|
− 41.0 (15)
|
− 136.3 (14)
|
− 64.7 (17)
|
− 97.9 (15)
|
− 33.7 (14)
|
(14.2)
|
|
ClusTop-H2VW-AH
|
− 27.2 (13)
|
− 23.8 (20)
|
− 38.7 (18)
|
− 32.1 (20)
|
− 26.6 (13)
|
− 19.2 (21)
|
(17.5)
|
− 84.0 (13)
|
− 83.3 (20)
|
− 133.6 (13)
|
− 113.9 (19)
|
− 87.7 (11)
|
− 60.7 (16)
|
(15.3)
|
|
ClusTop-H2VF-AH
|
− 29.0 (15)
|
− 23.8 (21)
|
− 45.1 (21)
|
− 38.4 (21)
|
− 25.7 (12)
|
− 18.3 (20)
|
(18.3)
|
− 97.3 (14)
|
− 93.3 (21)
|
− 166.1 (18)
|
− 144.0 (21)
|
− 85.1 (10)
|
− 62.9 (17)
|
(16.8)
|
|
ClusTop-Word-AM
|
− 34.4 (19)
|
8.3 (7)
|
− 30.9 (12)
|
11.0 (4)
|
− 37.7 (17)
|
− 14.3 (16)
|
(12.5)
|
− 146.1 (19)
|
− 5.4 (11)
|
− 126.8 (12)
|
8.1 (4)
|
− 179.9 (19)
|
− 69.0 (20)
|
(14.2)
|
|
ClusTop-Hash-AM
|
− 19.7 (11)
|
11.4 (4)
|
− 18.5 (5)
|
16.3 (3)
|
− 33.7 (16)
|
− 7.3 (11)
|
(8.3)
|
− 73.9 (11)
|
8.5 (3)
|
− 52.9 (4)
|
14.3 (3)
|
− 153.6 (16)
|
− 30.4 (12)
|
(8.2)
|
|
ClusTop-Noun-AM
|
− 11.2 (5)
|
4.8 (12)
|
− 19.2 (6)
|
0.3 (11)
|
− 22.6 (9)
|
4.0 (5)
|
(8.0)
|
− 29.9 (4)
|
-0.3 (10)
|
− 70.1 (8)
|
− 9.0 (10)
|
− 70.3 (9)
|
11.9 (3)
|
(7.3)
|
|
ClusTop-H2VG-AM
|
− 30.9 (17)
|
− 13.9 (19)
|
− 26.7 (11)
|
− 12.0 (16)
|
− 29.5 (14)
|
− 10.9 (13)
|
(15.0)
|
− 119.1 (15)
|
− 59.3 (18)
|
− 99.4 (11)
|
− 43.6 (16)
|
− 95.7 (13)
|
− 31.9 (13)
|
(14.3)
|
|
ClusTop-H2VW-AM
|
− 18.7 (9)
|
3.7 (13)
|
− 21.6 (9)
|
3.1 (8)
|
− 19.9 (7)
|
0.7 (9)
|
(9.2)
|
− 53.3 (6)
|
2.7 (7)
|
− 69.6 (7)
|
6.9 (5)
|
− 58.8 (6)
|
0.3 (8)
|
(6.5)
|
|
ClusTop-H2VF-AM
|
− 19.6 (10)
|
5.2 (11)
|
− 20.2 (7)
|
5.0 (6)
|
− 19.6 (6)
|
1.9 (8)
|
(8.0)
|
− 54.0 (7)
|
3.4 (5)
|
− 65.2 (6)
|
5.4 (6)
|
− 58.2 (5)
|
0.4 (7)
|
(6.0)
|
|
LDA-Orig
|
− 74.7 (24)
|
− 74.4 (24)
|
− 66.9 (24)
|
− 62.2 (24)
|
− 54.2 (24)
|
− 43.1 (24)
|
(24.0)
|
− 323.5 (24)
|
− 307.5 (24)
|
− 297.1 (24)
|
− 269.2 (24)
|
− 251.3 (24)
|
− 191.9 (24)
|
(24.0)
|
|
LDA-Hash
|
− 51.2 (22)
|
− 43.8 (22)
|
− 55.1 (23)
|
− 42.9 (22)
|
− 41.5 (20)
|
− 23.4 (22)
|
(21.8)
|
− 247.1 (22)
|
− 185.4 (22)
|
− 256.8 (22)
|
− 199.2 (22)
|
− 206.6 (22)
|
− 112.5 (22)
|
(22.0)
|
|
LDA-Ment
|
− 52.8 (23)
|
− 45.9 (23)
|
− 54.1 (22)
|
− 45.3 (23)
|
− 47.3 (23)
|
− 27.7 (23)
|
(22.8)
|
− 250.2 (23)
|
− 198.8 (23)
|
− 258.6 (23)
|
− 206.5 (23)
|
− 225.5 (23)
|
− 136.4 (23)
|
(23.0)
|
|
Algorithm
|
TC
|
PMI
|
TC
|
PMI
|
TC
|
PMI
|
Rank@15
|
TC
|
PMI
|
TC
|
PMI
|
TC
|
PMI
|
Rank@20
|
|---|
|
ClusTop-Word-NA
|
− 409.7 (21)
|
− 157.4 (17)
|
− 382.6 (19)
|
− 115.5 (16)
|
− 403.5 (18)
|
− 147.6 (21)
|
(18.7)
|
− 768.2 (21)
|
− 318.1 (19)
|
− 695.1 (19)
|
− 234.8 (17)
|
− 732.7 (18)
|
− 247.8 (21)
|
(19.2)
|
|
ClusTop-BiG-NA
|
− 357.2 (20)
|
− 108.3 (15)
|
− 360.3 (17)
|
− 77.2 (12)
|
− 447.9 (20)
|
− 116.5 (18)
|
(17.0)
|
− 645.5 (20)
|
− 212.3 (16)
|
− 633.7 (17)
|
− 147.8 (13)
|
− 794.7 (20)
|
− 165.4 (18)
|
(17.3)
|
|
ClusTop-TriG-NA
|
− 289.2 (16)
|
− 83.1 (13)
|
− 382.0 (18)
|
− 86.2 (15)
|
− 451.6 (21)
|
− 145.4 (20)
|
(17.2)
|
− 530.2 (16)
|
− 170.0 (14)
|
− 674.8 (18)
|
− 183.1 (14)
|
− 804.0 (21)
|
− 222.8 (19)
|
(17.0)
|
|
ClusTop-BiHa-NA
|
− 179.9 (13)
|
− 24.2 (10)
|
− 324.4 (15)
|
− 82.8 (14)
|
− 389.5 (17)
|
− 98.6 (17)
|
(14.3)
|
− 319.3 (13)
|
− 64.1 (10)
|
− 569.2 (15)
|
− 189.6 (15)
|
− 692.0 (17)
|
− 141.3 (17)
|
(14.5)
|
|
ClusTop-Hash-NA
|
− 38.4 (2)
|
− 4.0 (5)
|
− 116.4 (5)
|
− 11.3 (7)
|
− 98.6 (6)
|
13.1 (4)
|
(4.8)
|
− 63.7 (2)
|
− 11.0 (6)
|
− 195.2 (7)
|
− 9.7 (6)
|
− 148.8 (9)
|
28.2 (4)
|
(5.7)
|
|
ClusTop-Noun-NA
|
− 139.1 (8)
|
− 23.3 (9)
|
− 208.5 (11)
|
− 31.4 (9)
|
− 219.9 (15)
|
− 29.6 (11)
|
(10.5)
|
− 242.1 (8)
|
− 63.7 (9)
|
− 363.5 (11)
|
− 86.9 (9)
|
− 384.7 (15)
|
− 36.4 (10)
|
(10.3)
|
|
ClusTop-H2VG-NA
|
− 160.2 (10)
|
− 77.7 (12)
|
− 183.4 (9)
|
− 70.6 (11)
|
− 75.6 (3)
|
− 24.8 (10)
|
(9.2)
|
− 292.1 (11)
|
− 127.5 (11)
|
− 295.8 (10)
|
− 107.8 (11)
|
− 75.6 (3)
|
− 24.8 (8)
|
(9.0)
|
|
ClusTop-H2VW-NA
|
− 49.9 (3)
|
72.7 (2)
|
− 61.4 (2)
|
96.8 (1)
|
− 19.3 (1)
|
52.5 (2)
|
(1.8)
|
− 73.4 (3)
|
111.3 (2)
|
− 95.7 (2)
|
161.4 (1)
|
− 19.3 (1)
|
52.5 (3)
|
(2.0)
|
|
ClusTop-H2VF-NA
|
− 59.5 (4)
|
87.5 (1)
|
− 60.0 (1)
|
94.2 (2)
|
− 20.7 (2)
|
54.8 (1)
|
(1.8)
|
− 92.4 (4)
|
145.3 (1)
|
− 95.0 (1)
|
157.7 (2)
|
− 20.7 (2)
|
54.8 (2)
|
(2.0)
|
|
ClusTop-Word-AH
|
− 311.9 (18)
|
− 172.7 (19)
|
− 480.2 (21)
|
− 306.9 (21)
|
− 177.0 (14)
|
− 14.8 (8)
|
(16.8)
|
− 567.7 (17)
|
− 336.0 (21)
|
− 903.7 (21)
|
− 562.7 (21)
|
− 298.8 (14)
|
− 50.2 (13)
|
(17.8)
|
|
ClusTop-Hash-AH
|
− 32.3 (1)
|
− 4.2 (6)
|
− 99.8 (3)
|
− 16.3 (8)
|
− 90.7 (5)
|
8.7 (5)
|
(4.7)
|
− 54.8 (1)
|
− 9.5 (5)
|
− 169.0 (3)
|
− 22.2 (7)
|
− 143.6 (6)
|
21.9 (5)
|
(4.5)
|
|
ClusTop-Noun-AH
|
− 309.9 (17)
|
− 173.6 (20)
|
− 444.0 (20)
|
− 242.1 (19)
|
− 131.8 (9)
|
− 17.5 (9)
|
(15.7)
|
− 575.1 (18)
|
− 316.4 (18)
|
− 811.4 (20)
|
− 425.6 (19)
|
− 221.7 (12)
|
− 35.0 (9)
|
(16.0)
|
|
ClusTop-H2VG-AH
|
− 166.4 (11)
|
− 96.1 (14)
|
− 304.6 (14)
|
− 127.6 (17)
|
− 143.0 (12)
|
− 45.3 (13)
|
(13.5)
|
− 303.3 (12)
|
− 166.6 (13)
|
− 530.9 (14)
|
− 195.1 (16)
|
− 147.6 (8)
|
− 46.9 (12)
|
(12.5)
|
|
ClusTop-H2VW-AH
|
− 167.4 (12)
|
− 166.8 (18)
|
− 281.9 (13)
|
− 237.7 (18)
|
− 116.9 (8)
|
− 79.1 (15)
|
(14.0)
|
− 274.1 (10)
|
− 268.2 (17)
|
− 476.9 (12)
|
− 390.7 (18)
|
− 122.6 (5)
|
− 82.5 (15)
|
(12.8)
|
|
ClusTop-H2VF-AH
|
− 201.1 (14)
|
− 197.3 (21)
|
− 350.3 (16)
|
− 299.5 (20)
|
− 134.5 (10)
|
− 95.8 (16)
|
(16.2)
|
− 335.0 (14)
|
− 329.3 (20)
|
− 591.2 (16)
|
− 494.6 (20)
|
− 160.1 (10)
|
− 115.3 (16)
|
(16.0)
|
|
ClusTop-Word-AM
|
− 326.6 (19)
|
− 57.3 (11)
|
− 278.7 (12)
|
− 42.5 (10)
|
− 422.5 (19)
|
− 143.4 (19)
|
(15.0)
|
− 599.9 (19)
|
− 155.4 (12)
|
− 492.7 (13)
|
− 122.3 (12)
|
− 766.5 (19)
|
− 239.6 (20)
|
(15.8)
|
|
ClusTop-Hash-AM
|
− 152.7 (9)
|
− 17.5 (8)
|
− 102.1 (4)
|
− 1.8 (5)
|
− 350.0 (16)
|
− 50.1 (14)
|
(9.3)
|
− 262.2 (9)
|
− 56.7 (8)
|
− 169.8 (4)
|
− 26.5 (8)
|
− 615.2 (16)
|
− 67.0 (14)
|
(9.8)
|
|
ClusTop-Noun-AM
|
− 60.7 (5)
|
− 6.0 (7)
|
− 150.6 (8)
|
− 10.5 (6)
|
− 138.9 (11)
|
29.7 (3)
|
(6.7)
|
− 99.3 (5)
|
− 11.4 (7)
|
− 257.4 (8)
|
− 2.4 (5)
|
− 227.4 (13)
|
58.0 (1)
|
(6.5)
|
|
ClusTop-H2VG-AM
|
− 273.6 (15)
|
− 123.9 (16)
|
− 193.0 (10)
|
− 78.1 (13)
|
− 152.4 (13)
|
− 43.1 (12)
|
(13.2)
|
− 480.9 (15)
|
− 202.2 (15)
|
− 289.8 (9)
|
− 103.9 (10)
|
− 167.3 (11)
|
− 46.4 (11)
|
(11.8)
|
|
ClusTop-H2VW-AM
|
− 95.4 (6)
|
4.1 (4)
|
− 128.1 (7)
|
25.2 (3)
|
− 89.3 (4)
|
5.5 (6)
|
(5.0)
|
− 146.2 (6)
|
9.5 (4)
|
− 192.2 (6)
|
53.3 (3)
|
− 102.6 (4)
|
12.2 (7)
|
(5.0)
|
|
ClusTop-H2VF-AM
|
− 96.2 (7)
|
4.3 (3)
|
− 122.6 (6)
|
14.9 (4)
|
− 108.3 (7)
|
4.1 (7)
|
(5.7)
|
− 149.5 (7)
|
11.3 (3)
|
− 185.6 (5)
|
30.2 (4)
|
− 146.6 (7)
|
13.0 (6)
|
(5.3)
|
|
LDA-Orig
|
− 722.5 (24)
|
− 659.1 (24)
|
− 695.0 (24)
|
− 619.0 (24)
|
− 593.5 (24)
|
− 442.7 (24)
|
(24.0)
|
− 1279.6 (24)
|
− 1133.6 (24)
|
− 1262.1 (24)
|
− 1102.0 (24)
|
− 1083.2 (24)
|
− 790.0 (24)
|
(24.0)
|
|
LDA-Hash
|
− 607.9 (22)
|
− 435.4 (22)
|
− 611.4 (22)
|
− 449.2 (22)
|
− 500.7 (22)
|
− 271.5 (22)
|
(22.0)
|
− 1134.2 (22)
|
− 794.2 (22)
|
− 1120.9 (22)
|
− 805.6 (22)
|
− 930.7 (22)
|
− 463.1 (22)
|
(22.0)
|
|
LDA-Ment
|
− 611.6 (23)
|
− 465.7 (23)
|
− 613.9 (23)
|
− 477.7 (23)
|
− 540.9 (23)
|
− 316.9 (23)
|
(23.0)
|
− 1141.5 (23)
|
− 850.2 (23)
|
− 1130.6 (23)
|
− 855.9 (23)
|
− 981.9 (23)
|
− 566.6 (23)
|
(23.0)
|
- The rank of an algorithm’s performance for each metric are provided in brackets
