Proyek Akhir Machine Learning

Kelompok : Predictator Member :

1. Ajmal Kurnia-1806169433
2. Muhammad Fauzi-1806280533
3. Pray Somaldo-1806280571

Extractive Summarization Bahasa Indonesia

Dataset taken from IndoSum

Feature

• F1 : sentence similarity based on unigram overlap
• F2 : paragraph similarity based on unigram overlap (unfinished)
• F3 : unique formatting (unfinished)
• F4 : cue important phrases (not used)
• F5 : sum of TF-IDF (Term Frequency - Inverse Document Frequency)
• F6 : title unigram overlap
• F7 : sentence position in the paragraph
• F8 : cue trivial phrases (not used)
• F9 : proper noun word in sentence (unfinished)
• F10 : sum of TF-ISF (Term Frequency - Inverse Sentence Frequency)
• F11 : TextRank score (unfinished)

Machine Learning Used

• Baseline (lead3) => picking the first 3 sentences of the document as summary

Reference