NLP Bahasa Indonesia

Kumpulan thesis, paper, dan artikel tentang NLP (Natural Language Processing) Bahasa Indonesia.

Daftar Isi

• NLP Bahasa Indonesia
  • Memulai
  • Automatic Summarization
  • Parsing
  • Part-of-speech Tagging
  • Stemming
  • Word Sense Disambiguation
  • Lain-lain
  • Software, Library, Kamus
  • Berkontribusi
• Machine Learning

Memulai

Artikel-Artikel Tentang NLP

• Karena Data Gak Mungkin Bohong - Jim Geovedi. 2014.

Materi Pengantar NLP

• Pengantar NLP - Kang Edi, PENS.

Automatic Summarization

• Frequent Term based Text Summarization for Bahasa Indonesia

  M.Fachrurrozi, Novi Yusliani, and Rizky Utami Yoanita. International Conference on Innovations in Engineering and Technology (ICIET'2013) Dec. 25-26, 2013 Bangkok (Thailand).

Parsing

• Analisa Struktur Kalimat Bahasa Indonesia dengan Menggunakan Pengurai Kalimat Berbasis Linguistic String Analysis

  Shavitri, Shelly. Undergraduate Theses for computer science, University of Indonesia, 1999.

• INAGP : Pengurai Kalimat Bahasa Indonesia Sebagai Alat Bantu Untuk Pengembangan Aplikasi PBA

  Rosalina Paramita N., Dwi H. Widyantoro, Ayu Purwarianti. Undergraduate Theses from JBPTITBPP, Institute Technology Bandung, 2007.

• Penguraian Bahasa Indonesia dengan Menggunakan Pengurai Collins

  Sukamto, Rosa Ariani. Tesis untuk Magister, Institut Technology Bandung, 2009.

Part-of-speech Tagging

• HMM Based Part-of-Speech Tagger for Bahasa Indonesia

  Wicaksono, A. Farizki dan Purwanti, Ayu. Proceeding of 4th International Malindo (Malay and Indonesian Language) Workshop (2010).

• Penggunaan Hidden Markov Model untuk Kompresi Kalimat

  Yudi Wibisono. Graduate Thesis. Institute of Technology Bandung. 2008.

• Probabilistic Part Of Speech Tagging for Bahasa Indonesia

  Femphy Pisceldo, Mirna Adriani, Ruli Manurung. Third International MALINDO Workshop, colocated event ACL-IJCNLP 2009, Singapore, August 1, 2009.

Stemming

• Effective Techniques for Indonesian Text Retrieval

  Asian J. (2007). PhD thesis School of Computer Science and Information Technology RMIT University Australia.

• Enhanced Confix Stripping Stemmer and Ants Algorithm for Classifying News Document in Indonesian Language

  Arifin, A.Z., I.P.A.K. Mahendra dan H.T. Ciptaningtyas. 2009. Proceeding of International Conference on Information & Communication Technology and Systems (ICTS).

• Implementasi Modifikasi Enhanced Confix Stripping Stemmer Untuk Bahasa Indonesia dengan Metode Corpus Based Stemming

  A. D. Tahitoe, D. Purwitasari. Institut Teknologi Sepuluh Nopember (ITS) – Surabaya.

Word Sense Disambiguation

• Building an Indonesian WordNet

  Desmond Darma Putra, Abdul Arfan and Ruli Manurung. In Proceedings of the 2nd International MALINDO Workshop. 2008.

• English-to-Indonesian Lexical Mapping using Latent Semantic Analysis

  Eliza Margaretha, Franky, and Ruli Manurung. In Proceedings of the 2nd International MALINDO Workshop. 2008.

Lain-lain

• A survey of bahasa Indonesia NLP research conducted at the University of Indonesia

  Mirna Adriani and Ruli Manurung. Faculty of Computer Science, University of Indonesia.

• Indonesian Morphology Tool (MorphInd): Towards an Indonesian Corpus

  Septina Dian Larasati, Vladislav Kuboˇn, and Daniel Zeman. Charles University in Prague.

• Research Report on Local Language Computing: Development of Indonesian Language Resources and Translation System

  Adriani, Mirna. Riza, Hammam. 2008.

• Towards a Semantic Analysis of Bahasa Indonesia for Question Answering

  Septina Dian Larasati and Ruli Manurung. Faculty of Computer Science. University of Indonesia. 2007.

Software, Library, Kamus

• Kateglo - Kamus, Tesaurus, dan Glosarium Bahasa Indonesia.
• Sastrawi - Stemmer PHP untuk Bahasa Indonesia.
• [Sastrawi python] (https://github.com/har07/sastrawi/tree/master) - Stemmer python bahasa indonesia porting dari sastrawi PHP
• [Indonesia Morphology] (http://septinalarasati.com/work/morphind/) - Analisa morfologi bahasa indonesia
• [POS Tag Indonesia] (https://sites.google.com/site/alfanfw89/softwares-resources) - POS Taging bahasa indonesia JAVA menggunakan HMM, wicaksono & purwanti

Machine Learning

• Maksimum Entropy
  • NER

Berkontribusi

Silahkan ikuti Panduan Berkontribusi.