Table 3 Comparison of ClusTop algorithm against various baselines, in terms of Precision (Pre), Recall (Rec) and F-score (FS) for the top 5 keywords/unigrams of each topic
From: A clustering-based topic model using word networks and word embeddings
Algorithm | Precision | Recall | F-score | Precision | Recall | F-score | Precision | Recall | F-score | Rank@5 |
|---|---|---|---|---|---|---|---|---|---|---|
ClusTop-Word-NA | .754 ± .002 (22) | .031 ± .000 (6) | .059 ± .000 (6) | .866 ± .003 (21) | .043 ± .000 (5) | .082 ± .001 (5) | .840 ± .009 (18) | .027 ± .001 (7) | .052 ± .001 (7) | (10.8) |
ClusTop-BiG-NA | .786 ± .002 (18) | .034 ± .000 (2) | .064 ± .000 (2) | .857 ± .003 (22) | .046 ± .000 (2) | .086 ± .001 (2) | .833 ± .010 (20) | .029 ± .001 (4) | .056 ± .001 (3) | (8.3) |
ClusTop-TriG-NA | .791 ± .002 (17) | .034 ± .000 (2) | .064 ± .000 (2) | .871 ± .003 (20) | .046 ± .000 (2) | .087 ± .001 (1) | .822 ± .009 (21) | .031 ± .001 (2) | .058 ± .001 (2) | (7.7) |
ClusTop-BiHa-NA | .784 ± .002 (19) | .032 ± .000 (4) | .060 ± .000 (4) | .886 ± .003 (18) | .045 ± .000 (4) | .084 ± .001 (4) | .820 ± .009 (22) | .029 ± .001 (4) | .055 ± .001 (5) | (9.3) |
ClusTop-Hash-NA | .898 ± .004 (10) | .023 ± .000 (21) | .044 ± .000 (18) | .916 ± .007 (13) | .032 ± .001 (17) | .062 ± .001 (17) | .936 ± .011 (8) | .022 ± .000 (17) | .042 ± .001 (18) | (15.4) |
ClusTop-Noun-NA | .761 ± .002 (21) | .028 ± .000 (8) | .054 ± .000 (8) | .836 ± .003 (24) | .043 ± .000 (5) | .081 ± .001 (6) | .888 ± .008 (14) | .032 ± .001 (1) | .062 ± .001 (1) | (9.8) |
ClusTop-H2VG-NA | .924 ± .003 (3) | .023 ± .000 (21) | .045 ± .000 (17) | .978 ± .004 (2) | .032 ± .001 (17) | .062 ± .001 (17) | .976 ± .007 (4) | .023 ± .001 (14) | .044 ± .001 (14) | (12.1) |
ClusTop-H2VW-NA | .906 ± .001 (9) | .023 ± .001 (21) | .023 ± .001 (22) | .963 ± .001 (6) | .028 ± .001 (20) | .028 ± .001 (20) | .986 ± .001 (1) | .019 ± .001 (23) | .019 ± .001 (23) | (16.1) |
ClusTop-H2VF-NA | .910 ± .001 (7) | .025 ± .001 (15) | .025 ± .001 (19) | .960 ± .001 (7) | .029 ± .001 (19) | .029 ± .001 (19) | .955 ± .001 (6) | .019 ± .001 (23) | .019 ± .001 (23) | (15.3) |
ClusTop-Word-AH | .741 ± .003 (24) | .025 ± .000 (15) | .049 ± .000 (13) | .845 ± .005 (23) | .040 ± .000 (9) | .075 ± .001 (9) | .844 ± .010 (17) | .027 ± .001 (7) | .052 ± .001 (7) | (13.8) |
ClusTop-Hash-AH | .847 ± .002 (12) | .026 ± .000 (12) | .051 ± .000 (12) | .912 ± .004 (15) | .046 ± .001 (2) | .086 ± .001 (2) | .896 ± .008 (12) | .024 ± .000 (12) | .046 ± .001 (13) | (10.2) |
ClusTop-Noun-AH | .802 ± .002 (16) | .024 ± .000 (18) | .046 ± .000 (16) | .873 ± .004 (19) | .037 ± .000 (13) | .071 ± .001 (13) | .872 ± .008 (15) | .029 ± .001 (4) | .056 ± .001 (3) | (13.0) |
ClusTop-H2VG-AH | .919 ± .002 (5) | .025 ± .000 (15) | .049 ± .000 (13) | .902 ± .003 (16) | .042 ± .000 (7) | .080 ± .001 (7) | .891 ± .008 (13) | .025 ± .001 (10) | .048 ± .001 (11) | (10.8) |
ClusTop-H2VW-AH | .927 ± .001 (1) | .023 ± .001 (21) | .023 ± .001 (22) | .972 ± .001 (4) | .028 ± .001 (20) | .028 ± .001 (20) | .979 ± .001 (3) | .020 ± .001 (21) | .020 ± .001 (21) | (14.8) |
ClusTop-H2VF-AH | .918 ± .001 (6) | .025 ± .001 (15) | .025 ± .001 (19) | .965 ± .001 (5) | .027 ± .001 (23) | .027 ± .001 (23) | .948 ± .001 (7) | .021 ± .001 (19) | .021 ± .001 (19) | (15.1) |
ClusTop-Word-AM | .748 ± .001 (23) | .034 ± .000 (2) | .065 ± .000 (1) | .929 ± .003 (11) | .036 ± .000 (15) | .069 ± .001 (15) | .758 ± .016 (24) | .022 ± .000 (17) | .043 ± .001 (16) | (13.8) |
ClusTop-Hash-AM | .763 ± .002 (20) | .027 ± .000 (10) | .052 ± .000 (10) | .917 ± .003 (12) | .037 ± .000 (13) | .072 ± .001 (12) | .869 ± .011 (16) | .024 ± .000 (12) | .047 ± .001 (12) | (13.0) |
ClusTop-Noun-AM | .842 ± .002 (13) | .025 ± .000 (15) | .048 ± .000 (15) | .950 ± .003 (9) | .039 ± .000 (10) | .074 ± .001 (10) | .923 ± .009 (9) | .022 ± .000 (17) | .043 ± .001 (16) | (12.7) |
ClusTop-H2VG-AM | .864 ± .002 (11) | .028 ± .000 (8) | .054 ± .000 (8) | .930 ± .003 (10) | .041 ± .000 (8) | .078 ± .001 (8) | .900 ± .008 (10) | .025 ± .000 (10) | .049 ± .001 (9) | (9.1) |
ClusTop-H2VW-AM | .924 ± .001 (3) | .023 ± .001 (21) | .023 ± .001 (22) | .976 ± .001 (3) | .027 ± .001 (23) | .027 ± .001 (23) | .981 ± .001 (2) | .020 ± .001 (21) | .020 ± .001 (21) | (15.4) |
ClusTop-H2VF-AM | .910 ± .001 (7) | .022 ± .001 (24) | .022 ± .001 (24) | .985 ± .001 (1) | .027 ± .001 (23) | .027 ± .001 (23) | .971 ± .001 (5) | .020 ± .001 (21) | .020 ± .001 (21) | (16.6) |
LDA-Orig | .925 ± .001 (2) | .027 ± .000 (10) | .052 ± .000 (10) | .956 ± .002 (8) | .037 ± .000 (13) | .070 ± .001 (14) | .898 ± .010 (11) | .025 ± .000 (10) | .049 ± .001 (9) | (9.7) |
LDA-Hash | .821 ± .002 (15) | .031 ± .000 (6) | .059 ± .000 (6) | .916 ± .003 (13) | .036 ± .000 (15) | .069 ± .001 (15) | .837 ± .010 (19) | .028 ± .001 (6) | .054 ± .001 (6) | (11.2) |
LDA-Ment | .830 ± .002 (14) | .031 ± .000 (6) | .060 ± .000 (4) | .900 ± .003 (17) | .039 ± .000 (10) | .074 ± .001 (10) | .814 ± .018 (23) | .023 ± .000 (14) | .044 ± .001 (14) | (12.4) |
Algorithm | Precision | Recall | F-score | Precision | Recall | F-score | Precision | Recall | F-score | Rank@10 |
|---|---|---|---|---|---|---|---|---|---|---|
ClusTop-Word-NA | .690 ± .002 (24) | .033 ± .000 (7) | .062 ± .000 (7) | .804 ± .003 (20) | .051 ± .000 (3) | .095 ± .001 (3) | .764 ± .010 (22) | .033 ± .001 (6) | .062 ± .001 (6) | (10.9) |
ClusTop-BiG-NA | .707 ± .002 (22) | .035 ± .000 (2) | .065 ± .000 (2) | .789 ± .004 (22) | .052 ± .000 (2) | .096 ± .001 (2) | .765 ± .010 (20) | .035 ± .001 (3) | .067 ± .002 (2) | (8.6) |
ClusTop-TriG-NA | .717 ± .002 (21) | .034 ± .000 (4) | .064 ± .000 (4) | .811 ± .003 (19) | .053 ± .000 (1) | .098 ± .001 (1) | .746 ± .010 (23) | .036 ± .001 (1) | .068 ± .001 (1) | (8.3) |
ClusTop-BiHa-NA | .719 ± .002 (20) | .034 ± .000 (4) | .064 ± .000 (4) | .782 ± .004 (24) | .051 ± .000 (3) | .095 ± .001 (3) | .765 ± .010 (20) | .035 ± .001 (3) | .065 ± .001 (3) | (9.3) |
ClusTop-Hash-NA | .860 ± .004 (8) | .023 ± .000 (24) | .045 ± .000 (17) | .896 ± .008 (9) | .032 ± .001 (17) | .061 ± .001 (17) | .925 ± .012 (8) | .022 ± .000 (18) | .043 ± .001 (18) | (15.1) |
ClusTop-Noun-NA | .736 ± .002 (16) | .033 ± .000 (7) | .062 ± .000 (7) | .803 ± .003 (21) | .049 ± .000 (5) | .091 ± .001 (5) | .802 ± .009 (16) | .035 ± .001 (3) | .065 ± .001 (3) | (9.2) |
ClusTop-H2VG-NA | .904 ± .004 (3) | .024 ± .000 (21) | .046 ± .000 (16) | .973 ± .004 (1) | .032 ± .001 (17) | .061 ± .001 (17) | .964 ± .008 (3) | .023 ± .001 (16) | .044 ± .001 (16) | (12.2) |
ClusTop-H2VW-NA | .894 ± .001 (5) | .026 ± .001 (17) | .026 ± .001 (22) | .944 ± .001 (4) | .029 ± .001 (20) | .029 ± .001 (20) | .983 ± .001 (1) | .020 ± .001 (23) | .020 ± .001 (23) | (15.0) |
ClusTop-H2VF-NA | .892 ± .001 (6) | .026 ± .001 (17) | .026 ± .001 (22) | .931 ± .001 (8) | .029 ± .001 (20) | .029 ± .001 (20) | .943 ± .001 (7) | .021 ± .001 (20) | .021 ± .001 (20) | (15.6) |
ClusTop-Word-AH | .692 ± .003 (23) | .025 ± .000 (19) | .049 ± .000 (14) | .784 ± .004 (23) | .043 ± .000 (8) | .080 ± .001 (8) | .778 ± .010 (18) | .030 ± .001 (8) | .057 ± .001 (8) | (14.3) |
ClusTop-Hash-AH | .833 ± .002 (11) | .027 ± .000 (12) | .051 ± .000 (13) | .842 ± .004 (15) | .041 ± .000 (11) | .078 ± .001 (11) | .857 ± .009 (12) | .025 ± .000 (13) | .048 ± .001 (13) | (12.3) |
ClusTop-Noun-AH | .735 ± .002 (17) | .024 ± .000 (21) | .045 ± .000 (17) | .827 ± .004 (17) | .041 ± .000 (11) | .076 ± .001 (14) | .828 ± .009 (13) | .031 ± .001 (7) | .059 ± .001 (7) | (13.8) |
ClusTop-H2VG-AH | .824 ± .002 (12) | .027 ± .000 (12) | .053 ± .000 (12) | .850 ± .003 (12) | .043 ± .000 (8) | .080 ± .001 (8) | .869 ± .009 (11) | .028 ± .001 (9) | .053 ± .001 (9) | (10.3) |
ClusTop-H2VW-AH | .908 ± .001 (1) | .024 ± .001 (21) | .024 ± .001 (24) | .944 ± .001 (4) | .027 ± .001 (23) | .027 ± .001 (23) | .964 ± .001 (4) | .020 ± .001 (23) | .020 ± .001 (23) | (16.2) |
ClusTop-H2VF-AH | .905 ± .001 (2) | .027 ± .001 (15) | .027 ± .001 (20) | .934 ± .001 (6) | .029 ± .001 (20) | .029 ± .001 (20) | .949 ± .001 (5) | .021 ± .001 (20) | .021 ± .001 (20) | (14.2) |
ClusTop-Word-AM | .734 ± .001 (18) | .036 ± .000 (1) | .068 ± .000 (1) | .828 ± .004 (16) | .039 ± .000 (16) | .073 ± .001 (16) | .709 ± .013 (24) | .023 ± .000 (16) | .044 ± .001 (16) | (13.8) |
ClusTop-Hash-AM | .731 ± .002 (19) | .030 ± .000 (10) | .058 ± .000 (10) | .845 ± .004 (14) | .043 ± .000 (8) | .081 ± .001 (7) | .823 ± .011 (14) | .028 ± .001 (9) | .053 ± .001 (9) | (11.1) |
ClusTop-Noun-AM | .860 ± .001 (8) | .024 ± .000 (21) | .047 ± .000 (15) | .932 ± .003 (7) | .040 ± .000 (14) | .076 ± .001 (14) | .908 ± .008 (9) | .024 ± .000 (14) | .047 ± .001 (14) | (12.9) |
ClusTop-H2VG-AM | .800 ± .002 (13) | .031 ± .000 (9) | .060 ± .000 (9) | .875 ± .003 (11) | .041 ± .000 (11) | .078 ± .001 (11) | .882 ± .008 (10) | .027 ± .000 (11) | .051 ± .001 (11) | (10.7) |
ClusTop-H2VW-AM | .904 ± .001 (3) | .027 ± .001 (15) | .027 ± .001 (20) | .964 ± .001 (2) | .028 ± .001 (22) | .028 ± .001 (22) | .972 ± .001 (2) | .021 ± .001 (20) | .021 ± .001 (20) | (14.0) |
ClusTop-H2VF-AM | .891 ± .001 (7) | .027 ± .001 (15) | .027 ± .001 (20) | .951 ± .001 (3) | .027 ± .001 (23) | .027 ± .001 (23) | .944 ± .001 (6) | .020 ± .001 (23) | .020 ± .001 (23) | (15.9) |
LDA-Orig | .848 ± .002 (10) | .029 ± .000 (11) | .056 ± .000 (11) | .885 ± .003 (10) | .040 ± .000 (14) | .076 ± .001 (14) | .808 ± .011 (15) | .026 ± .001 (12) | .051 ± .001 (11) | (12.0) |
LDA-Hash | .759 ± .002 (14) | .034 ± .000 (4) | .064 ± .000 (4) | .847 ± .003 (13) | .041 ± .000 (11) | .078 ± .001 (11) | .778 ± .010 (18) | .034 ± .001 (5) | .064 ± .001 (5) | (9.4) |
LDA-Ment | .752 ± .002 (15) | .033 ± .000 (7) | .063 ± .000 (6) | .820 ± .004 (18) | .044 ± .000 (6) | .082 ± .001 (6) | .787 ± .013 (17) | .024 ± .000 (14) | .047 ± .001 (14) | (11.4) |
Algorithm | Precision | Recall | F-score | Precision | Recall | F-score | Precision | Recall | F-score | Rank@15 |
|---|---|---|---|---|---|---|---|---|---|---|
ClusTop-Word-NA | .648 ± .002 (24) | .034 ± .000 (5) | .063 ± .000 (7) | .743 ± .004 (23) | .053 ± .000 (3) | .098 ± .001 (3) | .717 ± .010 (22) | .038 ± .001 (4) | .070 ± .002 (4) | (10.6) |
ClusTop-BiG-NA | .671 ± .002 (21) | .035 ± .000 (2) | .065 ± .000 (2) | .747 ± .004 (21) | .055 ± .001 (1) | .100 ± .001 (1) | .719 ± .010 (21) | .040 ± .001 (2) | .073 ± .002 (2) | (8.1) |
ClusTop-TriG-NA | .667 ± .002 (22) | .035 ± .000 (2) | .065 ± .000 (2) | .757 ± .004 (20) | .055 ± .000 (1) | .100 ± .001 (1) | .677 ± .010 (24) | .041 ± .001 (1) | .075 ± .002 (1) | (8.2) |
ClusTop-BiHa-NA | .667 ± .002 (22) | .034 ± .000 (5) | .064 ± .000 (5) | .729 ± .004 (24) | .052 ± .000 (4) | .096 ± .001 (4) | .722 ± .009 (20) | .040 ± .001 (2) | .073 ± .002 (2) | (9.8) |
ClusTop-Hash-NA | .848 ± .004 (9) | .023 ± .000 (24) | .045 ± .000 (18) | .880 ± .008 (9) | .031 ± .001 (17) | .060 ± .001 (17) | .914 ± .012 (8) | .023 ± .001 (17) | .044 ± .001 (17) | (15.1) |
ClusTop-Noun-NA | .698 ± .002 (18) | .033 ± .000 (8) | .061 ± .000 (9) | .773 ± .003 (19) | .051 ± .000 (5) | .093 ± .001 (5) | .753 ± .010 (15) | .036 ± .001 (6) | .067 ± .001 (6) | (10.1) |
ClusTop-H2VG-NA | .895 ± .004 (2) | .024 ± .000 (23) | .046 ± .000 (17) | .961 ± .005 (1) | .031 ± .001 (17) | .060 ± .001 (17) | .962 ± .008 (3) | .023 ± .001 (17) | .044 ± .001 (17) | (12.7) |
ClusTop-H2VW-NA | .889 ± .001 (5) | .026 ± .001 (21) | .026 ± .001 (24) | .935 ± .001 (3) | .030 ± .001 (20) | .030 ± .001 (20) | .983 ± .001 (1) | .020 ± .001 (23) | .020 ± .001 (23) | (15.6) |
ClusTop-H2VF-NA | .862 ± .001 (7) | .028 ± .001 (14) | .028 ± .001 (19) | .903 ± .001 (8) | .030 ± .001 (20) | .030 ± .001 (20) | .942 ± .001 (6) | .021 ± .001 (20) | .021 ± .001 (20) | (14.9) |
ClusTop-Word-AH | .677 ± .002 (20) | .025 ± .000 (22) | .048 ± .000 (16) | .744 ± .004 (22) | .043 ± .000 (12) | .079 ± .001 (14) | .731 ± .010 (19) | .033 ± .001 (7) | .061 ± .001 (8) | (15.6) |
ClusTop-Hash-AH | .802 ± .002 (10) | .030 ± .000 (12) | .058 ± .000 (12) | .831 ± .004 (13) | .044 ± .000 (10) | .083 ± .001 (10) | .847 ± .009 (12) | .026 ± .001 (15) | .050 ± .001 (15) | (12.1) |
ClusTop-Noun-AH | .699 ± .002 (17) | .027 ± .000 (16) | .051 ± .000 (14) | .791 ± .004 (16) | .042 ± .000 (14) | .078 ± .001 (15) | .781 ± .010 (13) | .033 ± .001 (7) | .062 ± .001 (7) | (13.2) |
ClusTop-H2VG-AH | .762 ± .002 (12) | .029 ± .000 (13) | .055 ± .000 (13) | .832 ± .003 (12) | .043 ± .000 (12) | .080 ± .001 (12) | .859 ± .009 (11) | .028 ± .001 (10) | .053 ± .001 (11) | (11.8) |
ClusTop-H2VW-AH | .902 ± .001 (1) | .027 ± .001 (18) | .027 ± .001 (22) | .913 ± .001 (5) | .029 ± .001 (22) | .029 ± .001 (22) | .964 ± .001 (2) | .020 ± .001 (23) | .020 ± .001 (23) | (15.3) |
ClusTop-H2VF-AH | .893 ± .001 (3) | .028 ± .001 (14) | .028 ± .001 (19) | .913 ± .001 (5) | .030 ± .001 (20) | .030 ± .001 (20) | .945 ± .001 (5) | .021 ± .001 (20) | .021 ± .001 (20) | (14.0) |
ClusTop-Word-AM | .687 ± .001 (19) | .036 ± .000 (1) | .067 ± .000 (1) | .790 ± .004 (17) | .046 ± .000 (7) | .085 ± .001 (7) | .689 ± .012 (23) | .027 ± .001 (13) | .052 ± .001 (13) | (11.2) |
ClusTop-Hash-AM | .713 ± .002 (15) | .033 ± .000 (8) | .063 ± .000 (7) | .816 ± .004 (14) | .045 ± .000 (9) | .083 ± .001 (10) | .770 ± .011 (14) | .030 ± .001 (9) | .058 ± .001 (9) | (10.6) |
ClusTop-Noun-AM | .860 ± .001 (8) | .026 ± .000 (20) | .050 ± .000 (15) | .905 ± .003 (7) | .041 ± .000 (16) | .077 ± .001 (16) | .892 ± .008 (9) | .026 ± .000 (15) | .049 ± .001 (16) | (13.6) |
ClusTop-H2VG-AM | .758 ± .002 (13) | .031 ± .000 (11) | .060 ± .000 (10) | .863 ± .003 (10) | .044 ± .000 (10) | .083 ± .001 (10) | .876 ± .008 (10) | .027 ± .000 (13) | .052 ± .001 (13) | (11.1) |
ClusTop-H2VW-AM | .892 ± .001 (4) | .027 ± .001 (18) | .027 ± .001 (22) | .942 ± .001 (2) | .028 ± .001 (23) | .028 ± .001 (23) | .960 ± .001 (4) | .021 ± .001 (20) | .021 ± .001 (20) | (15.1) |
ClusTop-H2VF-AM | .877 ± .001 (6) | .027 ± .001 (18) | .027 ± .001 (22) | .935 ± .001 (3) | .027 ± .001 (24) | .027 ± .001 (24) | .931 ± .001 (7) | .021 ± .001 (20) | .021 ± .001 (20) | (16.0) |
LDA-Orig | .799 ± .002 (11) | .032 ± .000 (10) | .060 ± .000 (10) | .840 ± .003 (11) | .042 ± .000 (14) | .080 ± .001 (12) | .753 ± .010 (15) | .028 ± .001 (10) | .054 ± .001 (10) | (11.4) |
LDA-Hash | .720 ± .002 (14) | .034 ± .000 (5) | .064 ± .000 (5) | .795 ± .003 (15) | .046 ± .000 (7) | .085 ± .001 (7) | .733 ± .010 (18) | .038 ± .001 (4) | .070 ± .001 (4) | (8.8) |
LDA-Ment | .703 ± .002 (16) | .034 ± .000 (5) | .064 ± .000 (5) | .774 ± .004 (18) | .048 ± .000 (6) | .088 ± .001 (6) | .743 ± .012 (17) | .027 ± .001 (13) | .052 ± .001 (13) | (11.0) |
Algorithm | Precision | Recall | F-score | Precision | Recall | F-score | Precision | Recall | F-score | Rank@20 |
|---|---|---|---|---|---|---|---|---|---|---|
ClusTop-Word-NA | .617 ± .002 (24) | .034 ± .000 (6) | .064 ± .000 (6) | .709 ± .003 (23) | .055 ± .000 (2) | .100 ± .001 (3) | .669 ± .009 (22) | .038 ± .001 (4) | .070 ± .002 (4) | (10.4) |
ClusTop-BiG-NA | .646 ± .002 (21) | .035 ± .000 (3) | .065 ± .000 (3) | .722 ± .004 (22) | .056 ± .001 (1) | .102 ± .001 (1) | .679 ± .010 (20) | .040 ± .001 (2) | .073 ± .002 (2) | (8.3) |
ClusTop-TriG-NA | .636 ± .002 (22) | .035 ± .000 (3) | .065 ± .000 (3) | .726 ± .004 (20) | .055 ± .001 (2) | .101 ± .001 (2) | .662 ± .009 (24) | .041 ± .001 (1) | .075 ± .002 (1) | (8.7) |
ClusTop-BiHa-NA | .635 ± .002 (23) | .035 ± .000 (3) | .065 ± .000 (3) | .702 ± .004 (24) | .054 ± .000 (4) | .099 ± .001 (4) | .679 ± .009 (20) | .040 ± .001 (2) | .073 ± .002 (2) | (9.4) |
ClusTop-Hash-NA | .831 ± .004 (9) | .024 ± .000 (23) | .045 ± .000 (18) | .873 ± .008 (9) | .031 ± .001 (17) | .060 ± .001 (17) | .911 ± .012 (8) | .023 ± .001 (17) | .044 ± .001 (17) | (15.0) |
ClusTop-Noun-NA | .666 ± .002 (17) | .033 ± .000 (9) | .061 ± .000 (11) | .748 ± .003 (18) | .051 ± .000 (5) | .094 ± .001 (5) | .719 ± .010 (15) | .036 ± .001 (6) | .067 ± .001 (6) | (10.2) |
ClusTop-H2VG-NA | .891 ± .004 (2) | .024 ± .000 (23) | .046 ± .000 (17) | .952 ± .005 (1) | .031 ± .001 (17) | .060 ± .001 (17) | .962 ± .008 (2) | .023 ± .001 (17) | .044 ± .001 (17) | (12.6) |
ClusTop-H2VW-NA | .869 ± .001 (5) | .027 ± .001 (20) | .027 ± .001 (22) | .927 ± .001 (4) | .030 ± .001 (20) | .030 ± .001 (20) | .983 ± .001 (1) | .020 ± .001 (23) | .020 ± .001 (23) | (15.3) |
ClusTop-H2VF-NA | .856 ± .001 (7) | .028 ± .001 (16) | .028 ± .001 (19) | .894 ± .001 (7) | .030 ± .001 (20) | .030 ± .001 (20) | .942 ± .001 (5) | .021 ± .001 (20) | .021 ± .001 (20) | (14.9) |
ClusTop-Word-AH | .660 ± .002 (19) | .029 ± .000 (14) | .055 ± .000 (14) | .724 ± .004 (21) | .044 ± .001 (12) | .080 ± .001 (13) | .703 ± .010 (17) | .033 ± .001 (7) | .061 ± .001 (8) | (13.9) |
ClusTop-Hash-AH | .757 ± .002 (10) | .033 ± .000 (9) | .063 ± .000 (8) | .801 ± .004 (13) | .044 ± .000 (12) | .082 ± .001 (11) | .836 ± .009 (12) | .026 ± .001 (15) | .050 ± .001 (15) | (11.7) |
ClusTop-Noun-AH | .700 ± .002 (14) | .029 ± .000 (14) | .054 ± .000 (15) | .774 ± .004 (16) | .042 ± .000 (15) | .079 ± .001 (15) | .743 ± .010 (14) | .033 ± .001 (7) | .062 ± .001 (7) | (13.0) |
ClusTop-H2VG-AH | .743 ± .002 (12) | .030 ± .000 (13) | .058 ± .000 (13) | .809 ± .003 (11) | .043 ± .000 (14) | .080 ± .001 (13) | .858 ± .009 (11) | .028 ± .001 (10) | .053 ± .001 (11) | (12.0) |
ClusTop-H2VW-AH | .894 ± .001 (1) | .027 ± .001 (20) | .027 ± .001 (22) | .902 ± .001 (6) | .029 ± .001 (22) | .029 ± .001 (22) | .962 ± .001 (3) | .020 ± .001 (23) | .020 ± .001 (23) | (15.8) |
ClusTop-H2VF-AH | .879 ± .001 (3) | .028 ± .001 (16) | .028 ± .001 (19) | .905 ± .001 (5) | .030 ± .001 (20) | .030 ± .001 (20) | .939 ± .001 (6) | .021 ± .001 (20) | .021 ± .001 (20) | (14.3) |
ClusTop-Word-AM | .660 ± .001 (19) | .036 ± .000 (1) | .067 ± .000 (1) | .778 ± .004 (15) | .050 ± .000 (6) | .091 ± .001 (6) | .664 ± .012 (23) | .027 ± .001 (13) | .052 ± .001 (13) | (10.8) |
ClusTop-Hash-AM | .691 ± .002 (15) | .033 ± .000 (9) | .062 ± .000 (9) | .796 ± .004 (14) | .047 ± .000 (9) | .087 ± .001 (9) | .745 ± .011 (13) | .030 ± .001 (9) | .058 ± .001 (9) | (10.7) |
ClusTop-Noun-AM | .841 ± .001 (8) | .027 ± .000 (18) | .051 ± .000 (16) | .883 ± .003 (8) | .041 ± .000 (16) | .078 ± .001 (16) | .859 ± .009 (10) | .026 ± .000 (15) | .049 ± .001 (16) | (13.7) |
ClusTop-H2VG-AM | .736 ± .002 (13) | .032 ± .000 (11) | .061 ± .000 (11) | .856 ± .003 (10) | .045 ± .000 (10) | .084 ± .001 (10) | .875 ± .008 (9) | .027 ± .000 (13) | .052 ± .001 (13) | (11.1) |
ClusTop-H2VW-AM | .876 ± .001 (4) | .027 ± .001 (20) | .027 ± .001 (22) | .936 ± .001 (2) | .029 ± .001 (22) | .029 ± .001 (22) | .955 ± .001 (4) | .021 ± .001 (20) | .021 ± .001 (20) | (15.1) |
ClusTop-H2VF-AM | .859 ± .001 (6) | .027 ± .001 (20) | .027 ± .001 (22) | .930 ± .001 (3) | .028 ± .001 (24) | .028 ± .001 (24) | .928 ± .001 (7) | .021 ± .001 (20) | .021 ± .001 (20) | (16.2) |
LDA-Orig | .752 ± .002 (11) | .032 ± .000 (11) | .061 ± .000 (11) | .802 ± .003 (12) | .044 ± .000 (12) | .082 ± .001 (11) | .706 ± .010 (16) | .028 ± .001 (10) | .054 ± .001 (10) | (11.6) |
LDA-Hash | .689 ± .002 (16) | .035 ± .000 (3) | .065 ± .000 (3) | .751 ± .003 (17) | .048 ± .000 (8) | .088 ± .001 (8) | .702 ± .010 (18) | .038 ± .001 (4) | .070 ± .001 (4) | (9.0) |
LDA-Ment | .666 ± .002 (17) | .034 ± .000 (6) | .064 ± .000 (6) | .730 ± .004 (19) | .049 ± .000 (7) | .090 ± .001 (7) | .698 ± .012 (19) | .027 ± .001 (13) | .052 ± .001 (13) | (11.9) |