Skip to content

KEAML-JLU/DeepTextClustering

BranchesTags

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

2 Commits
data
data
 
 
README.md
README.md
 
 
SDAE.py
SDAE.py
 
 
ae_pretraining.py
ae_pretraining.py
 
 
ae_pretraining.sh
ae_pretraining.sh
 
 
ae_pretraining_ag.sh
ae_pretraining_ag.sh
 
 
ae_pretraining_dbpedia.sh
ae_pretraining_dbpedia.sh
 
 
ae_pretraining_yahoo.sh
ae_pretraining_yahoo.sh
 
 
build_dbpedia_corpora.py
build_dbpedia_corpora.py
 
 
build_seed.py
build_seed.py
 
 
build_yahoo_corpora.py
build_yahoo_corpora.py
 
 
config.py
config.py
 
 
data_loader.py
data_loader.py
 
 
download_elmo.sh
download_elmo.sh
 
 
elmo_feat_extractor.sh
elmo_feat_extractor.sh
 
 
explainable_results_transform.py
explainable_results_transform.py
 
 
extract_elmo_text_features.py
extract_elmo_text_features.py
 
 
extract_infersent_text_features.py
extract_infersent_text_features.py
 
 
extract_text_features.py
extract_text_features.py
 
 
extract_tfidf_text_features.py
extract_tfidf_text_features.py
 
 
feat_extractor.sh
feat_extractor.sh
 
 
infersent_feat_extractor.sh
infersent_feat_extractor.sh
 
 
kmeans_ae.py
kmeans_ae.py
 
 
kmeans_bert.py
kmeans_bert.py
 
 
kmeans_elmo.py
kmeans_elmo.py
 
 
kmeans_infersent.py
kmeans_infersent.py
 
 
kmeans_pca.py
kmeans_pca.py
 
 
kmeans_pretraining.py
kmeans_pretraining.py
 
 
kmeans_tfidf.py
kmeans_tfidf.py
 
 
kmeans_vnc_elmo.py
kmeans_vnc_elmo.py
 
 
model_interprete.py
model_interprete.py
 
 
models.py
models.py
 
 
pretraining.py
pretraining.py
 
 
reuters_IDEC.py
reuters_IDEC.py
 
 
reuters_ae_pretraining.py
reuters_ae_pretraining.py
 
 
reuters_build_gsdmm_data.py
reuters_build_gsdmm_data.py
 
 
reuters_gsdmm.py
reuters_gsdmm.py
 
 
reuters_kmeans_ae.py
reuters_kmeans_ae.py
 
 
reuters_kmeans_elmo.py
reuters_kmeans_elmo.py
 
 
reuters_kmeans_infersent.py
reuters_kmeans_infersent.py
 
 
reuters_kmeans_lda.py
reuters_kmeans_lda.py
 
 
reuters_kmeans_pca.py
reuters_kmeans_pca.py
 
 
reuters_kmeans_tfidf.py
reuters_kmeans_tfidf.py
 
 
reuters_result2csv.py
reuters_result2csv.py
 
 
run.sh
run.sh
 
 
run_ub_elmo.sh
run_ub_elmo.sh
 
 
run_ub_infersent.sh
run_ub_infersent.sh
 
 
seed_db.sh
seed_db.sh
 
 
text_DCN.py
text_DCN.py
 
 
text_DCN_shuffle.py
text_DCN_shuffle.py
 
 
text_IDEC.py
text_IDEC.py
 
 
text_IDEC_tmp.py
text_IDEC_tmp.py
 
 
text_cluster.py
text_cluster.py
 
 
text_seed_DCN.py
text_seed_DCN.py
 
 
tmp.py
tmp.py
 
 
tmp_ae_pretraining_yahoo.sh
tmp_ae_pretraining_yahoo.sh
 
 
tmp_ag.sh
tmp_ag.sh
 
 
tmp_db.sh
tmp_db.sh
 
 
tmp_db_shuffle.sh
tmp_db_shuffle.sh
 
 
tmp_db_shuffle2.sh
tmp_db_shuffle2.sh
 
 
tmp_db_shuffle3.sh
tmp_db_shuffle3.sh
 
 
tmp_db_shuffle4.sh
tmp_db_shuffle4.sh
 
 
tmp_yahoo.sh
tmp_yahoo.sh
 
 
ub_kmeans_elmo.py
ub_kmeans_elmo.py
 
 
ub_kmeans_infersent.py
ub_kmeans_infersent.py
 
 
utils.py
utils.py
 
 

Repository files navigation

DeepTextClustering

To run the code, please install pytorch==0.3.1, allennlp==0.2 firstly.

./feat_extractor.sh
./infersent_feat_extractor.sh

If the code help you, please cite R. Guan, H. Zhang, Y. Liang, F. Giunchiglia, L. Huang and X. Feng, "Deep Feature-Based Text Clustering and Its Explanation," in IEEE Transactions on Knowledge and Data Engineering, doi: 10.1109/TKDE.2020.3028943.

About

No description, website, or topics provided.

Resources

Readme
Activity
Custom properties

Stars

5 stars

Watchers

1 watching

Forks

2 forks
Report repository

Releases

No releases published

Packages

No packages published

Languages