Publication

2020
  • Nindian Puspa Dewi, Ubaidi, Joan Santoso, Eka Rahayu Setyaningsih. “Combination of Genetic Algorithm and Brill Tagger Algorithm for Part of Speech Tagging Bahasa Madura”. In Proceeding of the Electrical Engineering Computer Science and Informatics, Vol. 7, 2020.
  • Esther Irawati Setiawan, Ferry Ferry, Joan Santoso, Surya Sumpeno, Kimiya Fujisawa, Mauridhi Hery Purnomo. “Bidirectional GRU for Targeted Aspect-Based Sentiment Analysis Based on Character-Enhanced Token-Embedding and Multi-Level Attention”. In International Journal of Intelligent Engineering and Systems, Vol. 13, No. 5, pp. 392-407, 2020.
  • Joan Santoso, Esther Irawati Setiawan, Eko Mulyanto Yuniarno, Mochamad Hariadi, Mauridhi Hery Purnomo. “Hybrid Conditional Random Fields and K-Means for Named Entity Recognition on Indonesian News Documents”. In International Journal of Intelligent Engineering and Systems, Vol. 13, No. 3, pp. 233-245, 2020.
  • Esther Irawati Setiawan, Adriel Ferdianto, Joan Santoso, Yosi Kristian, Gunawan Gunawan, Surya Sumpeno, Mauridhi Hery Purnomo. “Analisis Pendapat Masyarakat terhadap Berita Kesehatan Indonesia menggunakan Pemodelan Kalimat berbasis LSTM”. In Jurnal Nasional Teknik Elektro dan Teknologi Informasi, Vol. 9, No. 1, pp. 8-17, 2020.
  • Hans Juwiantho, Esther Irawati Setiawan, Joan Santoso, Mauridhi Hery Purnomo. “Sentiment Analysis Twitter Bahasa Indonesia Berbasis WORD2VEC Menggunakan Deep Convolutional Neural Network”. In Jurnal Teknologi Informasi dan Ilmu Komputer, Vol. 7, No. 1, pp. 181-188, 2020.
  • Rully Widiastutik, Lukman Zaman P. C. S. W, Joan Santoso. “Peringkasan Teks Ekstraktif pada Dokumen Tunggal Menggunakan Metode Restricted Boltzmann Machine”. In Journal of Intelligent System and Computation, Vol 1, No 2, 2020.
  • Ernest Lim, Esther Irawati Setiawan, Joan Santoso. “Stance Classification Post Kesehatan di Media Sosial Dengan FastText Embedding dan Deep Learning”. In Journal of Intelligent System and Computation, Vol 1, No 2, 2020.
  • Esther Irawati Setiawan. “Opinion Mining of Indonesian Social Media Posts based on Multimodal Features with Deep Learning”. In Institut Teknologi Sepuluh Nopember, 2020.
2019
  • Van-Thuy Phi, Joan Santoso, Van-Hien Tran, Hiroyuki Shindo, Masashi Shimbo, Yuji Matsumoto. “Distant Supervision for Relation Extraction via Piecewise Attention and Bag-Level Contextual Inference”. In IEEE Access, Vol 07, pp. 103570-103582, 2019.
  • Christian Nathaniel Purwanto, Arya Tandy Hermawan, Joan Santoso, Gunawan. “Distributed Training for Multilingual Combined Tokenizer using Deep Learning Model and Simple Communication Protocol”. In Proceeding 2019 1st International Conference on Cybernetics and Intelligent System (ICORIS), pp. 110-113, 2019.
  • Dellon Handrata, Christian Nathaniel Purwanto, Fransisca Haryanti Chandra, Joan Santoso. “Part of Speech Tagging for Indonesian Language using Bidirectional Long Short-Term Memory”. In Proceeding 2019 1st International Conference on Cybernetics and Intelligent System (ICORIS), pp 85-88, 2019.
  • Stefanie Hilda Kusumahadi, Hartarto Junaedi, Joan Santoso. “Klasifikasi Helpdesk Menggunakan Metode Support Vector Machine”. In Jurnal Informatika, Vol. 4, No. 1, 2019.
  • Anita Guterres, Gunawan, Joan Santoso. “Stemming Bahasa Tetun Menggunakan Pendekatan Rule Based”. In Jurnal Teknika, Vol. 8, No. 2., pp. 142-147, 2019.
  • Hans Juwiantho, Esther Irawati Setiawan, Joan Santoso. “Image Sentiment Analysis Menggunakan Deep Convolutional Neural Network Dengan Fitur Konsep “. In Prosiding CITEE 2019, 2019.
  • Esther Irawati Setiawan, Reddy Alexandro Harianto. “Klasifikasi SMS Center RSUD SMART Berdasarkan Jenis Keluhan Pelayanan Menggunakan Naive Bayes”. In Journal of Intelligent System and Computation, Vol. 1, No. 2, pp. 19-26, 2019.
2018
  • Joan Santoso, Agung Dewa Bagus Soetiono, Gunawan Gunawan, Endang Setyati, Eko Mulyanto Yuniarno, Mochamad Hariadi, Mauridhi Hery Purnomo. “Self-Training Naive Bayes Berbasis Word2Vec untuk Kategorisasi Berita Bahasa Indonesia”. In Jurnal Nasional Teknik Elektro dan Teknologi Informasi, Vol. 7, No. 2, pp. 158-166, 2018.
  • Van-Thuy Phi, Joan Santoso, Masashi Shimbo, Yuji Matsumoto. “Ranking-Based Automatic Seed Selection and Noise Reduction for Weakly Supervised Relation Extraction”. In Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), pp. 89-95, 2018.
  • Esther Irawati Setiawan, Andy Januar Wicaksono, Joan Santoso, Yosi Kristian, Surya Sumpeno, Mauridhi Hery Purnomo. “N-Gram Keyword Retrieval on Association Rule Mining for Predicting Teenager Deviant Behavior from School Regulation”. In Proceeding 2018 International Conference on Computer Engineering, Network and Intelligent Multimedia (CENIM), pp. 325-328, 2018.
2017
  • Joan Santoso, Devi Dwi Purwanto, Jonie Hermanto, Bobby Salim. “Analisis Opini Terhadap Tanggapan Masyarakat Untuk Review Acara Televisi Atau Film”. In Jurnal Teknik Industri, Vol. 20, No. 1, 2017.
  • Abd Wahab Syahroni, Joan Santoso, Endang Setyati. “Pendekatan Rule Handmade untuk Menentukan Klausa Bahasa Indonesia”. In E-Proceeding KNS&I STIKOM Bali, pp. 598-603, 2017.
2016
  • Endang Setyati, Mauridhi Hery Purnomo, Surya Sumpeno, Joan Santoso. “Hidden Markov Models based Indonesian Viseme Model for Natural Speech with Affection”. In Kursor Journal, Vol. 8, No. 3, pp. 102-122, 2016.
  • Esther Irawati Setiawan, Candra Putra Susanto, Joan Santoso, Surya Sumpeno, Mauridhi H Purnomo. “Preliminary study of spam profile detection for social media using Markov Clustering: Case study on Javanese people”. In Proceeding 2016 International Computer Science and Engineering Conference (ICSEC), 2016.
  • Gunawan, IKE Purnama, M Hariadi. “Semi-Automatic Indonesian WordNet Establishment: From Synset Extraction to Visual Editor”. In International Journal of Multimedia and Ubiquitous Engineering (IJMUE), Vol. 11, No. 8, 2016.
2015
  • Joan Santoso, Eko Mulyanto Yuniarno, Mochamad Hariadi. “Large scale text classification using map reduce and Naive Bayes algorithm for domain specified ontology building”. In 2015 7th International Conference on Intelligent Human-Machine Systems and Cybernetics, 2015.
  • Joan Santoso, Hermes Vincentius Gani, Eko Mulyanto Yuniarno, Mochamad Hariadi, Mauridhi Hery Purnomo. “Noun phrases extraction using shallow parsing with C4. 5 decision tree algorithm for Indonesian Language ontology building”. In 2015 15th International Symposium on Communications and Information Technologies (ISCIT), 2015.
  • Joan Santoso, Eko Mulyanto Yuniarno, Mochamad Hariadi. “Noun ontology generation from Wikipedia article using Map Reduce with pattern based approach”. In Proceeding 2015 International Seminar on Intelligent Technology and Its Applications (ISITIA), 2015.
  • Candra Putra Susanto, Esther Irawati Setiawan. “Algoritma Support Vector Machine Untuk Mendeteksi Sms Spam Berbahasa Indonesia”. In Proc. IdeaTech, 2015.
  • Esther Irawati Setiawan. “Komparasi algoritma untuk analisa sentimen review produk pada twitter”. In Jurnal Ilmiah Teknologi dan Rekayasa, Vol. 7, No. 1, pp. 7-14, 2015.
  • B Poernomo, Gunawan. “Sistem Information Retrieval Pencarian Kesamaan Ayat Terjemahan Al Quran Berbahasa Indonesia dengan Query Expansion dari Tafsirnya”. In Proceeding Seminar Nasional IdeaTech 2015, pp. 100-108, 2015.
2014
  • Joan Santoso, Eko Mulyanto Yuniarno, Mochamad Hariadi. Big Data Analysis using Map Reduce. In Proceeding of Seminar on Intelligent Technology and Its Applications 2014, 2014.
2011
  • Arya Tandy Hermawan, Gunawan, dan Joan Santoso. “Natural Language Grammar Induction of Indonesian Language Corpora Using Genetic Algorithm”. In Proc. IALP conference, Penang, Malaysia, 2011.
  • Lukman Zaman, Joan Santoso, Rudy Wijaya, Jessica Felani Wijoyo. “Web Usage Mining Berbasis WAP-TREE”. In Proc. IdeaTech, 2011.
  • Gunawan, Arya Tandy Hermawan, Denny Saputra J.P., Joan Santoso. “Ekstraksi Keyphrase dari Suatu Situs dengan Algoritma KEA”. In Proc. IdeaTech, 2011.
  • Gunawan, JF Wijoyo, IKE Purnama, M Hariadi. “WordNet Editor to Refine Indonesian Language Lexical Database” In Proceeding 2011 International Conference on Asian Language Processing (IALP), pp. 47-50, 2011.
2010
  • Gunawan, E Pranata. “Acquisition of Hypernymy-Hyponymy Relation between Nouns for WordNet Building”. In Proceeding International Conference on Asian Language Processing (IALP 2010), pp. 114-117, 2010.
  • Gunawan, A Saputra. “Building synsets for Indonesian Wordnet with monolingual lexical resources”. In Proceeding 2010 International Conference on Asian Language Processing (IALP), pp. 297-300, 2010.
2009
  • Gunawan, DD Purwanto, H Budianto, I Maryati. “Strong’s Concordance Formulation for Indonesian New Testament Bible”. In Proceeding International Conference on Advanced Computer Science and Information Systems (ICACSIS 09), pp. 112-117, 2009.
2006
  • Gunawan, G Lovina. “Question-Answering System dan Penerapannya pada Alkitab”. In Jurnal Informatika, Vol. 7, No. 1, pp. 1-9, 2006.