Indonesian News Article Summarization using Latent Semantic Analysis (LSA)

DEWI FATMAWATI SURIANTO

Informasi Dasar

19.05.158
004
Karya Ilmiah - Thesis (S2) - Reference

The number of news articles with various volumes is increasing, so they need to be summarized. This is to find important information in Indonesian language news articles. For this purposed, a lot of research has been done to build an automatic summation system. Steinberger et.al. propose the sentence selection method in summarizing text based on the Latent Semantic Analysis (LSA) method. The sentence selection was conducted based on the value of the concept that the first concept was considered to have the highest importance, so there was a possibility that sentences that the unimportant sentences were selected. This results in summaries containing incoherent information. This study proposed the sentence selection method based on the relatedness between concepts and sentences and referring to the structure of writing news articles. The experimental results showed that the proposed sentence selection was able to summarize the text well and achieved better performance than the result of Steinberger et.al. sentence selection method. In average the value of F-Measure increases by 42% for 10% compression rates, 39% for 30% compression rates, and increases by 24% in a 50% compression rate.

Subjek

INFORMATICS
 

Katalog

Indonesian News Article Summarization using Latent Semantic Analysis (LSA)
 
 
Indonesia

Sirkulasi

Rp. 0
Rp. 0
Tidak

Pengarang

DEWI FATMAWATI SURIANTO
Perorangan
ARIEF FATCHUL HUDA, ARIE ARDIYANTI
 

Penerbit

Universitas Telkom, S1 Informatika
Bandung
2019

Koleksi

Kompetensi

  • CSH533 - ANALISA ALGORITMA
  • CSH5D3 - ANALISIS BIG DATA
  • CSH6G3 - ANALISIS DAN PENAMBANGAN TEKS
  • CSH6F3 - INTELLIGENT BIG DATA MINING
  • CSH553 - KOMPUTASI SOSIAL
  • MTH502 - MANAJEMEN BISNIS TIK
  • MTH503 - METODOLOGI PENELITIAN
  • CSH513 - PEMODELAN DAN OPTIMASI
  • CSH563 - PRATESIS I
  • CSH613 - PRATESIS II
  • CSH522 - PROYEK
  • CSH5E3 - SCIENCE OF ONLINE NETWORK
  • CSH573 - SISTEM CERDAS LANJUT
  • CSH583 - STATISTIKA DAN ANALISIS DATA
  • CSH623 - TESIS
  • IEH3N2 - PRAKTIKUM PERANCANGAN BISNIS DAN FASILITAS INDUSTRI
  • IEH4G2 - PERANCANGAN PROSES BISNIS
  • IEH4CC3 - PERANCANGAN PROSES BISNIS LANJUT
  • IEH4EF3 - SISTEM BISNIS RETAIL
  • IEH4GB5 - PENGEMBANGAN INISIATIF BISNIS
  • IEI5F3 - PERANCANGAN PROSES BISNIS
  • IEI443 - PENGEMBANGAN INISIATIF BISNIS
  • CII632 - PROYEK
  • CII6F3 - ANALISIS BIG DATA
  • CII7E3 - ANALISIS DAN PENAMBANGAN TEKS
  • CII733 - TESIS
  • CII632 - PROYEK
  • CII6F3 - ANALISIS BIG DATA
  • CII7E3 - ANALISIS DAN PENAMBANGAN TEKS
  • CII733 - TESIS
  • TTI7Z4 - TESIS

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