Table 1 The 54 topics and their detailed temporal frequency
From: Topic discovery and future trend forecasting for texts
Regress_logist | 2 | 2 | 10 | 11 | 8 | 11 | 12 | 8 | 5 |
Random_walk | 0 | 0 | 4 | 4 | 4 | 10 | 9 | 11 | 19 |
Time_seri | 45 | 13 | 10 | 38 | 29 | 29 | 36 | 42 | 37 |
Neural_network | 14 | 4 | 2 | 2 | 2 | 5 | 7 | 12 | 7 |
Social_network | 1 | 6 | 6 | 15 | 19 | 32 | 41 | 62 | 72 |
Compon_princip | 2 | 3 | 9 | 5 | 12 | 8 | 11 | 7 | 9 |
Mixtur_model | 5 | 8 | 17 | 19 | 14 | 22 | 22 | 6 | 12 |
Detect_anomali | 3 | 9 | 4 | 13 | 6 | 3 | 15 | 26 | 10 |
Search_engin | 6 | 1 | 3 | 8 | 9 | 9 | 15 | 18 | 12 |
Model_graphic | 0 | 1 | 11 | 6 | 10 | 14 | 7 | 17 | 7 |
Itemset_frequent | 12 | 14 | 28 | 30 | 21 | 16 | 17 | 15 | 13 |
Transfer_learn | 0 | 0 | 0 | 0 | 1 | 6 | 10 | 19 | 18 |
Bay_naiv | 7 | 6 | 17 | 26 | 6 | 4 | 9 | 7 | 4 |
Year_recent | 4 | 3 | 4 | 4 | 13 | 8 | 9 | 13 | 11 |
Model_probabilist | 4 | 7 | 18 | 18 | 26 | 22 | 14 | 15 | 33 |
Neighbor_nearest | 3 | 9 | 5 | 4 | 8 | 13 | 6 | 8 | 7 |
Analysi_princip | 1 | 1 | 7 | 3 | 10 | 7 | 9 | 7 | 8 |
Page_web | 21 | 8 | 4 | 9 | 2 | 6 | 7 | 16 | 11 |
Learn_semi-supervis | 1 | 3 | 7 | 11 | 14 | 20 | 22 | 24 | 30 |
Squar_least | 0 | 0 | 4 | 3 | 4 | 7 | 13 | 12 | 10 |
Collabor_filter | 0 | 3 | 10 | 9 | 2 | 8 | 10 | 16 | 20 |
Model_latent | 0 | 1 | 3 | 14 | 13 | 15 | 16 | 19 | 24 |
Graph_edg | 1 | 0 | 8 | 6 | 3 | 4 | 5 | 10 | 22 |
Detect_outlier | 5 | 2 | 10 | 10 | 25 | 8 | 9 | 12 | 19 |
Process_gaussian | 3 | 0 | 5 | 13 | 2 | 14 | 13 | 23 | 15 |
Special_case | 1 | 3 | 6 | 8 | 7 | 10 | 6 | 8 | 8 |
Select_featur | 18 | 9 | 28 | 35 | 17 | 32 | 47 | 35 | 77 |
Model_markov | 5 | 5 | 19 | 20 | 13 | 10 | 19 | 16 | 19 |
Field_random | 0 | 0 | 16 | 10 | 8 | 16 | 5 | 18 | 17 |
Inform_retriev | 11 | 4 | 8 | 10 | 10 | 11 | 12 | 17 | 6 |
Subgraph_graph | 1 | 4 | 10 | 0 | 7 | 6 | 8 | 4 | 13 |
Cluster_spectral | 0 | 0 | 8 | 6 | 7 | 13 | 9 | 9 | 17 |
Prefer_user | 8 | 3 | 3 | 5 | 4 | 6 | 5 | 10 | 10 |
Scale_larg | 4 | 0 | 4 | 11 | 8 | 15 | 18 | 21 | 26 |
Learn_activ | 6 | 3 | 10 | 8 | 15 | 20 | 29 | 28 | 26 |
Learn_reinforc | 2 | 0 | 9 | 5 | 9 | 7 | 9 | 7 | 6 |
Gene_express | 5 | 13 | 14 | 9 | 12 | 2 | 9 | 5 | 5 |
Topic_model | 4 | 0 | 5 | 0 | 22 | 27 | 22 | 56 | 36 |
System_recommend | 4 | 4 | 4 | 10 | 8 | 13 | 8 | 10 | 21 |
Dimension_high | 11 | 11 | 15 | 17 | 18 | 7 | 20 | 14 | 26 |
Use_wide | 3 | 4 | 8 | 10 | 11 | 7 | 11 | 9 | 18 |
Pattern_sequenti | 12 | 2 | 5 | 15 | 5 | 10 | 13 | 2 | 8 |
Loss_function | 1 | 3 | 7 | 7 | 5 | 6 | 18 | 14 | 7 |
Model_gaussian | 4 | 2 | 4 | 7 | 11 | 10 | 11 | 11 | 8 |
Model_infer | 0 | 0 | 9 | 11 | 11 | 9 | 22 | 31 | 21 |
Optim_convex | 0 | 0 | 2 | 3 | 11 | 8 | 5 | 15 | 9 |
Global_local | 3 | 1 | 7 | 8 | 6 | 2 | 13 | 15 | 14 |
Associ_rule | 42 | 48 | 14 | 21 | 25 | 4 | 20 | 9 | 5 |
Text_categor | 9 | 0 | 9 | 2 | 6 | 10 | 8 | 4 | 10 |
Model_build | 3 | 1 | 5 | 9 | 5 | 7 | 8 | 12 | 8 |
Tree_decis | 12 | 25 | 37 | 12 | 19 | 11 | 11 | 9 | 22 |
Dimension_reduct | 5 | 3 | 6 | 10 | 26 | 19 | 15 | 5 | 22 |
Machin_support_vector_svm | 5 | 7 | 12 | 4 | 8 | 9 | 9 | 6 | 7 |
Pattern_mine_frequent | 6 | 5 | 10 | 9 | 13 | 10 | 8 | 4 | 12 |