Joan's Personal Website

My Personal Website for Research and Publications Activity

Publications

2022

  1. L. Tirta, J. Santoso, and E. . Setyati, “Pengenalan Lirik Lagu Otomatis Pada Video Lagu Indonesia Menggunakan Hidden Markov Model Yang Dilengkapi Music Removal”, INSIGHT, vol. 4, no. 2, pp. 86–94, Dec. 2022.
  2. B. A. . Putra, Y. Kristian, E. Irawati Setiawan, and J. Santoso, “Aspect based Sentiment Analysis Aduan Mahasiswa UMSIDA Dimasa Pandemi Menggunakan LSTM”, INSYST, vol. 4, no. 1, pp. 45–54, Apr. 2022.

2021

  1. Joan Santoso, Esther Irawati Setiawan, Christian Nathaniel Purwanto, Eko Mulyanto Yuniarno, Mochamad Hariadi, and Mauridhi Hery Purnomo. “Named entity recognition for extracting concept in ontology building on Indonesian language using end-to-end bidirectional long short term memory.” Expert Systems with Applications 176 (2021): 114856. 
  2. Esther Irawati Setiawan, Lukas Kristianto, Arya Tandy Hermawan, Joan Santoso, Kimiya Fujisawa, and Mauridhi Hery Purnomo. “Social Media Emotion Analysis in Indonesian Using Fine-Tuning BERT Model.” In 2021 3rd East Indonesia Conference on Computer and Information Technology (EIConCIT), pp. 334-337. IEEE, 2021. 
  3. Esther Irawati Setiawan, Hans Juwiantho, Joan Santoso, Surya Sumpeno, Kimiya Fujisawa, Mauridhi Hery Purnomo. “Multiview Sentiment Analysis with Image-Text-Concept Features of Indonesian Social Media Posts.”  In International Journal of Intelligent Engineering and Systems, Vol 14., No. 02, pp. 521-535, 2021.
  4. Wildan Adji Nasrullah, Judi Prajetno Sugiono, Joan Santoso, and Agus Djaja Gunawan. “Predicting Student’s Failure in Education Based on Dropout Status.” In 2021 3rd East Indonesia Conference on Computer and Information Technology (EIConCIT), pp. 183-188. IEEE, 2021.
  5. Esther Irawati Setiawan, Joan Santoso, and Gunawan. “Answer Ranking with Weighted Scores in Indonesian Hybrid Restricted Domain Question Answering System.” In 2021 3rd East Indonesia Conference on Computer and Information Technology (EIConCIT), pp. 456-461. IEEE, 2021.
  6. Meidya Koeshardianto, Eza Rahmanita, Jehad Hammad, Fachrul Kurniawan, Joan Santoso, and Eric Sugiharto Honggara. “The Edge Feature Subtraction for Completing Video Matting.” In 2021 3rd East Indonesia Conference on Computer and Information Technology (EIConCIT), pp. 433-437. IEEE, 2021.
  7. Kristian Indradiarta Gunawan, and Joan Santoso. “Multilabel Text Classification Menggunakan SVM dan Doc2Vec Classification Pada Dokumen Berita Bahasa Indonesia.” Journal of Information System, Graphics, Hospitality and Technology, Vol 3, no. 01, pp. 29-38, 2021.
  8. Joan Santoso, Esther Irawati Setiawan, Christian Nathaniel Purwanto, Fachrul Kurniawan. “Indonesian Sentence Boundary Detection using Deep Learning Approaches.” In Knowledge Engineering and Data Science, Vol 04, no. 01, pp. 38-48, 2021.
  9. Hapsari Peni Agustin Tjahyaningtijas, Dewinda Julianensi Rumala, Cucun Very Angkoso, Nurul Zainal Fanani, Joan Santoso, Anggraini Dwi Sensusiati, Peter M.A van Ooijen, I Ketut Eddy Purnama, Mauridhi Hery Purnomo. “Brain Tumor Classification in MRI Images Using En-CNN.” In International Journal of Intelligent Engineering and Systems, Vol. 14, No. 4, pp. 437-451, 2021.
  10. Dellon Handrata Wiharto, Francisca H. Chandra, Esther Irawati Setiawan, Joan Santoso. “Akuisisi Relasi Semantic Antar Entity Untuk Pembuatan Test Generator Padanan Kata Pada Ujian TPA dengan menggunakan Algoritma Espresso”, The Journal on Machine Learning and Computational Intelligence (JMLCI) 1 (1), 2021
  11. Esther Irawati Setiawan, Hans Keven Budi Prakoso, Tjwanda Putera Gunawan, Endang Setyati, Joan Santoso. “Aplikasi Mobile Untuk Memantau Body Mass Index Dengan Metodologi Scrum”, Jurnal Teknologi Informasi dan Komunikasi (Teknika) 10 (3) 242-250, 2021

 

2020

  1. 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.
  2. 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.
  3. 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.
  4. 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.
  5. 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.
  6. Miftah Farid, Joan Santoso, Endang Setyati. “Handwritten Image Segmentation Carakan Madura Based Projection And Connected Component Labeling”. In JOINCS (Journal of Informatics, Network, and Computer Science), Vol 4, 2020.
  7. 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.
  8. 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.
  9. Alexander Hestu Kusuma, Gunawan, Joan Santoso. “Conformance Checking Process Mining SAP Modul SD (Sales and Distribution) dengan Metode Heuristic Miner”. In Jurnal SISFO, Vol. 9, No. 2, 2020.

2019

  1. 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.
  2. 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.
  3. 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.
  4. Stefanie Hilda Kusumahadi, Hartarto Junaedi, Joan Santoso. “Klasifikasi Helpdesk Menggunakan Metode Support Vector Machine”. In Jurnal Informatika, Vol. 4, No. 1, 2019.
  5. Anita Guterres, Gunawan, Joan Santoso. “Stemming Bahasa Tetun Menggunakan Pendekatan Rule Based”. In Jurnal Teknika, Vol. 8, No. 2., pp. 142-147, 2019.
  6. Hans Juwiantho, Esther Irawati Setiawan, Joan Santoso. “Image Sentiment Analysis Menggunakan Deep Convolutional Neural Network Dengan Fitur Konsep “. In Prosiding CITEE 2019, 2019.

2018

  1. 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.
  2. 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.
  3. 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.
  4. Tri Septianto, Endang Setyati, Joan Santoso. “Digit Classification of Majapahit Relic Inscription using GLCM-SVM”. In Knowledge Engineering and Data Science Journal, Vol. 1. No. 2, 2018.
  5. Tri Septianto, Endang Setyati, Joan Santoso. “Model CNN LeNet dalam Rekognisi Angka Tahun pada Prasasti Peninggalan Kerajaan Majapahit”. In Jurnal Teknologi dan Sistem Komputer, Vol. 6, No. 3, pp. 106-109, 2018.
  6. Andik Jatmiko, Joan Santoso, Hendrawan Armanto. “Pemanfaatan Expert System Untuk Penentuan Kegawatdaruratan Pasien Balita Di IGD”. In Applied Technology and Computing Science Journal, Vol. 1, No. 2, pp 63-75, 2018.

2017

  1. 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.
  2. 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

  1. 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.
  2. 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.

2015

  1. 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.
  2. 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.
  3. Elisa Cahyadi, Joan Santoso. “PENGENALAN ABJAD AKSARA LATIN PADA KOMPUTER MENGGUNAKAN METODE SKELETONING”. In Prosiding IDeaTech 2015, 2015.
  4. 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

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.

2013

  1. Esther Irawati Setiawan, Joan Santoso, Indra Maryati. “Locating Nearest Public Facility using IDA* Algorithm”. In Proceeding of the IEEE on ICT and Knowledge Engineering 2013, 2013.
  2. Endang Setyati, Joan Santoso, Sony Budiarso. “Particle Swarm Optimization untuk Contrast Stretching Citra Grayscale”. In Proceeding KNSI 2013, 2013.

2012

  1. Gunawan, Hendrawan Armanto, Joan Santoso, Daniel Giovanni, Faris Kurniawan, Ricky Yudianto, Steven. “Evolutionary Neural Network for Othello Game”. In Procedia – Social and Behavioral Sciences Volume 57(9 October 2012), Pages 419-425, 2012.
  2. Esther Irawati Setiawan, Gunawan, Indra Maryati, Joan Santoso, Rossy Prabowo Chandra. “Shortest Path Problem for Public Transportation Using GPS and Map Service”. In Procedia – Social and Behavioral Sciences Volume 57(9 October 2012), Pages 426-431, 2012.
  3. Esther Irawati S., Gunawan Gunawan, Indra Maryati, Joan Santoso, Rossy P. C.. “PENCARIAN LOKASI FASILITAS UMUM TERDEKAT DILENGKAPI DENGAN RUTE KENDARAAN UMUM LYN”. In Prosiding Semantik 2012, 2012.

2011

  1. 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.
  2. Lukman Zaman, Joan Santoso, Rudy Wijaya, Jessica Felani Wijoyo. “Web Usage Mining Berbasis WAP-TREE”. In Proc. IdeaTech, 2011.
  3. Gunawan, Arya Tandy Hermawan, Denny Saputra J.P., Joan Santoso. “Ekstraksi Keyphrase dari Suatu Situs dengan Algoritma KEA”. In Proc. IdeaTech, 2011.

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