Title :
An automatic text summarization using text features and singular value decomposition for popular articles in Indonesia language
Author :
Gunawan, Fergyanto E. ; Juandi, Adrian Victor ; Soewito, Benfano
Author_Institution :
Binus Grad. Programs, Bina Nusantara Univ., Jakarta, Indonesia
Abstract :
The machine text summarization is of necessary with the existing of the enormous amount of popular articles. This work evaluates the latent semantic analysis technique to summarize popular articles in Indonesia language. The summarization performance are evaluated with respect to precision, recall, and F-measure. As results, the performance seems to be reasonably high particularly when the summarization level is 50%.
Keywords :
natural language processing; singular value decomposition; text analysis; F-measure; Indonesia language; automatic text summarization; latent semantic analysis technique; machine text summarization; popular articles; precision; recall; singular value decomposition; summarization level; summarization performance; text features; Electronic mail; Matrix decomposition; Printing; Semantics; Singular value decomposition; Sparse matrices; Technological innovation; Automatic text summarization; Indonesia language; Latent semantic analysis; Singular value decomposition;
Conference_Titel :
Intelligent Technology and Its Applications (ISITIA), 2015 International Seminar on
Conference_Location :
Surabaya
Print_ISBN :
978-1-4799-7710-9
DOI :
10.1109/ISITIA.2015.7219948