The 7-Phases Preprocessing Based On Extractive Text Summarization
AP Widyassari, E Noersasongko… - … on Informatics and …, 2022 - ieeexplore.ieee.org
2022 Seventh International Conference on Informatics and Computing …, 2022•ieeexplore.ieee.org
Extractive text summarization is an approach to automatic text summarization whose main
purpose is to reduce the size of the document while preserving the information of the original
document. In this study, 7-phase preprocessing is proposed as a preprocessing composition
to clean text data so that it is ready to enter data into the summary method such as machine
learning. The composition of 7-phase preprocessing is data frame by sentence, remove title
from data frame, lower caseing, remove punctuations, remove stop words, tokenizing and …
purpose is to reduce the size of the document while preserving the information of the original
document. In this study, 7-phase preprocessing is proposed as a preprocessing composition
to clean text data so that it is ready to enter data into the summary method such as machine
learning. The composition of 7-phase preprocessing is data frame by sentence, remove title
from data frame, lower caseing, remove punctuations, remove stop words, tokenizing and …
Extractive text summarization is an approach to automatic text summarization whose main purpose is to reduce the size of the document while preserving the information of the original document. In this study, 7-phase preprocessing is proposed as a preprocessing composition to clean text data so that it is ready to enter data into the summary method such as machine learning. The composition of 7-phase preprocessing is data frame by sentence, remove title from data frame, lower caseing, remove punctuations, remove stop words, tokenizing and stemming. The preprocessing model was tested on the DUC 2002 dataset which is a news document. The performance of the proposed preprocessing stage for extractive summarization showed superior results compared to the combination of other comparison preprocessing stages with ROUGE-1 measurements (recall, precision, and F-1).
ieeexplore.ieee.org
以上显示的是最相近的搜索结果。 查看全部搜索结果