GitHub - RPorcedda/Text-Mining: A project on Topic Modelling and Text Summarization of NIPS research papers

NIPS Papers: Topic Modelling and Text Summarization

Text Mining & Search Exam Project
MSc Data Science @ University of Milan Bicocca

Gaetano Chiriaco

Riccardo Porcedda

Gianmarco Russo

WARNING:The original work was conducted in a different folder. Before executing the notebooks, please, modify all paths in the import.

Papers_Preproc.ipynb: contains all papers preprocessing and feature engineering described in the report
LDA.ipynb: Topic modeling with Latent Dirichlet Allocation
PLSA.ipynb: Topic modeling with probabilistic Latent Semantic Analysis
DocSignal.ipynb: Our 1D U-net Text Summarizer as described in the report
Sumy.ipynb: Text Summarization with Sumy TextRank for comparison

Name		Name	Last commit message	Last commit date
Latest commit History 13 Commits
DocSignal.ipynb		DocSignal.ipynb
GitHub Banner.png		GitHub Banner.png
LDA.ipynb		LDA.ipynb
PLSA.ipynb		PLSA.ipynb
Papers_Preproc.ipynb		Papers_Preproc.ipynb
README.md		README.md
Report.pdf		Report.pdf
Sumy.ipynb		Sumy.ipynb