Analyze Natural Language
Penelitian kami mengadopsi NLP mutakhir untuk mengidentifikasi sentimen, mengelompokkan topik, dan mengenali entitas bahasa dengan akurasi tinggi dalam teks dan tuturan.
Knowledge Acquisition from Natural Language
Kami mengekstraksi wawasan dari berbagai sumber teks, termasuk literatur ilmiah, publikasi, dan dokumen digital lainnya, untuk mendukung pengambilan keputusan yang terinformasikan.
Generate Natural Language
Kami mengembangkan algoritma dan model generatif untuk menciptakan teks berkualitas tinggi dalam berbagai konteks, mulai dari konten web hingga laporan otomatis, dengan kelancaran dan kualitas bahasa yang optimal.
“One flame sparks another. Collaborate, Illuminate, Innovate”
About Our Laboratory
Kami adalah pusat penelitian yang berdedikasi untuk menggali potensi dan inovasi dalam pemahaman dan penggunaan bahasa manusia melalui teknologi Pemrosesan Bahasa Alam (Natural Language Processing, NLP). Kami berkumpul dalam kelompok ini untuk mencari, meneliti, dan mengembangkan teknologi yang ada menjadi semakin bermanfaat, mencakup semua aspek kehidupan manusia.
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Read MoreJournal Articles
Arya Tandy Hermawan, Joan Santoso
Natural Language Grammar Induction of Indonesian Language Corpora Using Genetic Algorithm , 2011 International Conference on Asian Language Processing , pp. 15-18Journal Article
Esther Irawati, Gunawan Gunawan, Indra Maryati, Joan Santoso, PC Rossy
Pencarian Lokasi Fasilitas Umum Terdekat Dilengkapi Dengan Rute Kendaraan Umum LYN , Semantik , Vol.2, No.1Journal Article
Hendrawan Armanto, Joan Santoso, Daniel Giovanni, Faris Kurniawan, Ricky Yudianto
Evolutionary Neural Network for Othello Game , Procedia-Social and Behavioral Sciences Vol. 57, pp.419-425Journal Article
Esther Irawati Setiawan, Indra Maryati, Joan Santoso, Rossy Prabowo Chandra
Shortest path problem for public transportation using gps and map service , Procedia-Social and Behavioral Sciences Vol. 57, pp. 426-431Journal Article
Esther Irawati Setiawan, Joan Santoso, Indra Maryati
Locating nearest public facility using IDA∗ algorithm 2013 Eleventh International Conference on ICT and Knowledge Engineering , pp.1-4Journal Article
Elisa Cahyadi, Joan Santoso
Pengenalan Abjad Aksara Latin pada Komputer Menggunakan Metode Skeletoning , Seminar Nasional “Inovasi dalam Desain dan Teknologi”-IDeaTech , pp.137-142Journal Article
Devi Dwi Purwanto, Joan Santoso
Multinomial Naïve Bayes Classifier untuk Menentukan Review Positif atau Negatif pelanggan Website Penjualan , Seminar Nasional “Inovasi dalam Desain dan Teknologi”- IDeaTech , pp.117-122Journal Article
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 , 2015 15th International Symposium on Communications and Information Technologies (ISCIT) , pp.149-152Journal Article
Joan Santoso, Eko Mulyanto Yuniarno, Mochamad Hariadi
Large scale text classification using map reduce and Naive Bayes algorithm for domain specified ontology building , 2015 7th International Conference on Intelligent Human-Machine Systems and Cybernetics , pp.428-432Journal Article
Joan Santoso, James Nakoda Nugraha, Eko Mulyanto Yuniarno, Mochamad Hariadi
Noun ontology generation from Wikipedia article using Map Reduce with pattern based approach , 2015 International Seminar on Intelligent Technology and Its Applications (ISITIA) , pp.373-378Journal Article
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 , 2016 International Computer Science and Engineering Conference (ICSEC) , pp.1-4Journal Article
Endang Setyati, Mauridhi Hery Purnomo, Surya Sumpeno, Joan Santoso
Hidden Markov Models based Indonesian Viseme Model for Natural Speech with Affection , Kursor , Vol. 8, No.3, pp.102-122Journal Article
Joan Santoso, Endang Setyati
Pendekatan Rule Handmade untuk Menentukan Klausa Bahasa Indonesia , E-Proceedings KNS&I STIKOM Bali , pp.598-603Journal Article
Joan Santoso, Devi Dwi Purwanto, Jonie Hermanto, Bobby Salim
Analisis Opini Terhadap Tanggapan Masyarakat Untuk Review Acara Televisi Atau Film , Jurnal Teknik Industri , Vol.20, No.1Journal Article
Grace Levina Dewi, Riandika Lumaris, Joan Santoso
Desain Tampilan Sistem Absensi Perkuliahan Dengan Metode Storyboarding , Jurnal Teknik Industri , Vol.20, No.1Journal Article
Tri Septianto, Endang Setyati, Joan Santoso
Digit Classification of Majapahit Relic Inscription using GLCM-SVM , Knowledge Engineering and Data Science , Vol.1, No.2, pp.46-54Journal Article
Trian Basofi Rohman, Devi Dwi Purwanto, Joan Santoso
Sentiment Analysis Terhadap Review Rumah Makan di Surabaya Memanfaatkan Algoritma Random Forest , Prosiding Seminar Nasional Teknologi Informasi & Aplikasinya , pp.7-11Journal Article
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 , Jurnal Nasional Teknik Elektro dan Teknologi Informasi (JNTETI) , Vol.7, No.2, pp.158-166Journal Article
Andik Jatmiko, Joan Santoso, Hendrawan Armanto
Pemanfaatan Expert System Untuk Penentuan Kegawatdaruratan Pasien Balita Di IGD , Applied Technology and Computing Science Journal , Vol. 1, No. 2, pp.63-75Journal Article
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 , 2018 International Conference on Computer Engineering, Network and Intelligent Multimedia (CENIM) , pp.325-328Journal Article
Tri Septianto, Endang Setyati, Joan Santoso
Model CNN LeNet dalam Rekognisi Angka Tahun pada Prasasti Peninggalan Kerajaan Majapahit , Jurnal Teknologi dan Sistem Komputer , Vol.6, No.3, pp.106-109Journal Article
Van-Thuy Phi, Joan Santoso, Masashi Shimbo, Yuji Matsumoto
Ranking-Based Automatic Seed Selection and Noise Reduction for Weakly Supervised Relation Extraction , Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers) , pp.89-95Journal Article
Hans Juwiantho, Esther Irawati Setiawan, Joan Santoso
Image Sentiment Analysis Menggunakan Deep Convolutional Neural Network Dengan Fitur Konsep , The 12th National Conference on Information Technology and Electrical Engineering , pp.305-311Journal Article
Rully Widiastutik, Joan Santoso
Peringkasan Teks Ekstraktif pada Dokumen Tunggal Menggunakan Metode Restricted Boltzmann Machine , INSYST: Journal of Intelligent System and Computation , Vol.1, No.2, pp.58-64Journal Article
Ernest Lim, Esther Irawati Setiawan, Joan Santoso
Stance Classification Post Kesehatan di Media Sosial Dengan FastText Embedding dan Deep Learning , INSYST: Journal of Intelligent System and Computation , Vol.1, No.2, pp.65-73Journal Article
Anita Guterres, Joan Santoso
Stemming Bahasa Tetun Menggunakan Pendekatan Rule Based , Teknika , Vol.8, No.2, pp.142-147Journal Article
Christian Nathaniel Purwanto, Arya Tandy Hermawan, Joan Santoso
Distributed Training for Multilingual Combined Tokenizer using Deep Learning Model and Simple Communication Protocol , 2019 1st International Conference on Cybernetics and Intelligent System (ICORIS) , Vol.1, pp.110-113Journal Article
Dellon Handrata, Christian Nathaniel Purwanto, Fransisca Haryanti Chandra, Joan Santoso
Part of Speech Tagging for Indonesian Language using Bidirectional Long Short-Term Memory , 2019 1st International Conference on Cybernetics and Intelligent System (ICORIS) , Vol.1, pp.85-88Journal Article
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 , IEEE Access , Vol.7, pp.103570-103582Journal Article
Stefanie Hilda Kusumahadi, Hartarto Junaedi, Joan Santoso
Klasifikasi Helpdesk Menggunakan Metode Support Vector Machine , J. Inform , Vol.4, No.1, pp.55-60Journal Article
Syaiful Huda, Joan Santoso
Pencarian Berita Bahasa Indonesia Menggunakan Metode Generalized Vector Space Model (GVSM) , NJCA (Nusantara Journal of Computers and Its Applications) , Vol.5, No.2, pp.53-61Journal Article
Miftah Farid, Joan Santoso, Endang Setyati
Handwritten Image Segmentation Carakan Madura Based Projection And Connected Component Labeling , JOINCS (Journal of Informatics, Network, and Computer Science) , Vol.3, No.2, pp.33-37Journal Article
Nindian Puspa Dewi, Joan Santoso, Ubaidi Ubaidi, Eka Rahayu Setyaningsih
Combination of Genetic Algorithm and Brill Tagger Algorithm for Part of Speech Tagging Bahasa Madura , Proceeding of the Electrical Engineering Computer Science and Informatics , Vol.7, No.2, pp.38-42Journal Article
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 , Jurnal Nasional Teknik Elektro dan Teknologi Informasi , Vol.9, No.1, pp.8-17Journal Article
Joan Santoso, Endang Setyati
Expert System untuk Mendeteksi Penyakit Gigi Menggunakan Shell e2gLite dari Expertise2go , Journal of Electrical Engineering and Computer (JEECOM) , Vol.2, No.2, pp.17-21Journal Article
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 , International Journal of Intelligent Engineering and Systems , Vol.13, No.5, pp.392-407Journal Article
Ahmad Syaifuddin, Reddy Alexandro Harianto, Joan Santoso
Analisis Trending Topik untuk Percakapan Media Sosial dengan Menggunakan Topic Modelling Berbasis Algoritme LDA , INSYST: Journal of Intelligent System and Computation , Vol.2, No.1, pp.12-19Journal Article
Hans Juwiantho, Esther Irawati Setiawan, Joan Santoso, Mauridhi Hery Purnomo
Sentiment Analysis Twitter Bahasa Indonesia Berbasis WORD2VEC Menggunakan Deep Convolutional Neural Network , Jurnal Teknologi Informasi dan Ilmu Komputer , Vol.7, No.1, pp.181-188Journal Article
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 , International Journal of Intelligent Engineering and Systems , Vol.13, No.3, pp.233-245Journal Article
Alexander Hestu Kusuma, Joan Santoso
Conformance Checking Process Mining SAP Modul SD (Sales and Distribution) dengan Metode Heuristic Miner , SISFO VOL 9 NO 2 , Vol.9, No.2Journal Article
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), 2021, Vol. 1, No. 1, pp. 12-20Journal Article
Christian Nathaniel Purwanto, Joan Santoso, Po-Ruey Lei, Hui-Kuo Yang, Wen-Chih Peng
FakeCLIP: Multimodal Fake Caption Detection with Mixed Languages for Explainable Visualization International Conference on Technologies and Applications of Artificial Intelligence (TAAI) pp. 1-6Journal Article
Esther Irawati Setiawan, Hans Keven Budi Prakoso, Tjwanda Putera Gunawan, Endang Setyati, Joan Santoso
Aplikasi Mobile Untuk Memantau Body Mass Index Dengan Metodologi Scrum TEKNIKA, 2021, Vol. 10, No 3, pp.242-250Journal Article
Budi Irawan, Joan Santoso
Klasifikasi Ketrampilan Kognitif Siswa dengan Menggunakan Metode Learning Vector Quantization dengan Bantuan Game Journal of Information System, Graphics, Hospitality and Technology, Vol. 3, No 2, pp.56-63Journal Article
Ananta Tio Putra, Eunike Kardinata, Hartarto Junaedi, Francisca Chandra, Joan Santoso
Ekstraksi Relasi Antar Entitas di Bahasa Indonesia Menggunakan Neural Network Journal of Information System, Graphics, Hospitality and Technology, 2021, Vol. 3, No 2, pp.49-54Journal Article
Syabith Umar Ahdan, Joan Santoso, Hendrawan Armanto
Web Content Extractor Menggunakan Neural Network untuk Konten Artikel di Internet INSYST: Journal of Intelligent System and Computation, 2021, Vol. 3, No 2, pp.85-92Journal Article
Joan Santoso, Esther Irawati Setiawan, Christian Nathaniel Purwanto, Fachrul Kurniawan
Indonesian Sentence Boundary Detection using Deep Learning Approaches Knowledge Engineering and Data Science, Vol. 4, No 1, pp.38-48Journal Article
Wildan Adji Nasrullah, Judi Prajetno Sugiono, Joan Santoso, Agus Djaja Gunawan
Predicting Student’s Failure in Education Based on Dropout Status 2021 3rd East Indonesia Conference on Computer and Information Technology (EIConCIT), pp. 183-188Journal Article
Esther Irawati Setiawan, Joan Santoso, Gunawan
Answer Ranking with Weighted Scores in Indonesian Hybrid Restricted Domain Question Answering System 2021 3rd East Indonesia Conference on Computer and Information Technology (EIConCIT), pp. 456-461Journal Article
Christian Nathaniel Purwanto, Joan Santoso, Po-Ruey Lei, Hui-Kuo Yang, Wen-Chih Peng
Social Media Emotion Analysis in Indonesian Using Fine-Tuning BERT Model 2021 3rd East Indonesia Conference on Computer and Information Technology (EIConCIT), pp. 334-337Journal Article
Meidya Koeshardianto, Eza Rahmanita, Jehad Hammad, Fachrul Kurniawan, Joan Santoso, Eric Sugiharto Honggara
The Edge Feature Subtraction for Completing Video Matting , 2021 3rd East Indonesia Conference on Computer and Information Technology (EIConCIT) , pp. 433-437Journal Article
Kristian Indradiarta Gunawan, Joan Santoso
Multilabel Text Classification Menggunakan SVM dan Doc2Vec Classification Pada Dokumen Berita Bahasa Indonesia Journal of Information System, Graphics, Hospitality and Technology, 2021, Vol. 3, No 1, pp.29-38Journal Article
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 International Journal of Intelligent Engineering & Systems, 2021, Vol. 14, No 2, pp.521-535Journal Article
Joan Santoso, Esther Irawati Setiawan, Christian Nathaniel Purwanto, Eko Mulyanto Yuniarno, Mochamad Hariadi, 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 System with Applications, 2021 Vol. 176, pp. 114856. Journal Article
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 ,International Journal of Intelligent Engineering and Systems, 2021, Vol. 14, No. 4, pp. 437– 451. Journal Article
Aditya Dwi Aryanto, Joan Santoso, Devi Dwi Purwanto
SISTEM REKOMENDASI OBAT PENGGANTI MENGGUNAKAN METODE CNN Jurnal Sistem Cerdas dan Rekayasa (JSCR), 2022, Vol. 3, No 1, pp.25-36Journal Article
Hansel Santoso Ong, Hartarto Junaedi, Joan Santoso
Dragonfly Algorithm for Crowd NPC Movement Simulation in Metaverse , Bulletin of Social Informatics Theory and Application, 2022, Vol. 6, No 1, pp.76-83Journal Article
Hafizh Pratama, Esther Setiawan, FX Ferdinandus, Joan Santoso
Aplikasi Web Marketplace Reservasi Lapangan Bulu Tangkis dengan Framework CodeIgniter Jurnal Inovasi Teknologi dan Edukasi Teknik (JITET), 2022, Vol. 2, No 3, pp.113-130Journal Article
Bayu Anggara Putra, Yosi Kristian, Esther Irawati Setiawan, Joan Santoso
Aspect based Sentiment Analysis Aduan Mahasiswa UMSIDA Dimasa Pandemi Menggunakan LSTM INSYST: Journal of Intelligent System and Computation, 2022, Vol. 4, No. 1, pp. 45-54Journal Article
Luhfita Tirta, Joan Santoso, Endang Setyati
Pengenalan Lirik Lagu Otomatis Pada Video Lagu Indonesia Menggunakan Hidden Markov Model Yang Dilengkapi Music Removal , Journal of Information System, Graphics, Hospitality and Technology, 2022, Vol. 4, No. 2, pp. 86-94Journal Article
Esther Irawati Setiawan, Valerynta Nataliea, Joan Santoso, Kimiya Fujisawa
Sequential Pattern Mining to Support Customer Relationship Management at Beauty Clinics Bulletin of Social Informatics Theory and Application, 2022 Vol. 6, No. 2, pp. 169-176Journal Article
Joan Santoso, Esther Irawati Setiawan, Fransiskus Xaverius Ferdinandus, Gunawan Gunawan, Leonel Hernandez
Indonesian Language Term Extraction Using Multi-Task Neural Network , Knowledge Engineering and Data Science (KEDS), 2022, Vol 5, No 2, pp. 160–167Journal Article
Erfan Febriantoro, Endang Setyati, Joan Santoso
Pemodelan Prediksi Kuantitas Penjualan Mainan Menggunakan Light Gradient Boosting Machine SMARTICS Journal, 2023, Vol. 9, No 1, pp.7-13Journal Article
Stella Vania, Patrick Sutanto, Ricky Sutanto, Joan Santoso
Ekstraksi Partitur Balok Monofonik untuk Instrumen Flute dengan CRNN dan CRF INSYST: Journal of Intelligent System and Computation, 2023, Vol. 5, No 1, pp.1-9Journal Article
Syaiful Imron, Esther Irawati Setiawan, Joan Santoso
Deteksi Aspek Review E-Commerce Menggunakan IndoBERT Embedding dan CNN INSYST: Journal of Intelligent System and Computation, 2023, Vol. 5, No. 1, PP. 10-16Journal Article
Yudo Sembodo Hastoro Langgeng, Esther Irawati Setiawan, Syaiful Imron, Joan Santoso
Long short-term memory-based chatbot for vocational registration information services , Journal of Applied Data Sciences (JADS), 2023 Vol. 4, No. 4, pp. 414–430. Journal Article
Muhammad Amfahtori Wijarnoko, Edwin Pramana, Joan Santoso
Factors That Influence Repurchase Intention: A Systematic Literature Review , Jurnal Teknologi Informasi dan Komunikasi, 2023, Vol. 12, No. 3, pp. 252–260. Journal Article
Esther Irawati Setiawan, Gidion Septian Kurniawan, Joan Santoso, Yudo Sembodo Hastoro Langgeng
Chatbot for University Students Major Determination with Rasa Framework , 27th International Computer Science and Engineering Conference (ICSEC), 2023 , pp. 299–303. Journal Article
Putu Widiarsa Kurniawan S, Yosi Kristian, Joan Santoso
Utilizing Deep Convolutional Auto-encoder for Adversarial Attack Mitigation on Digital Images , Journal of Information and Technology (J-INTECH), 2023, Vol. 11, No. 1, pp. 50–59. Journal Article
Syaiful Imron, Esther Irawati Setiawan, Joan Santoso, Mauridhi Hery Purnomo
Aspect Based Sentiment Analysis Marketplace Product Reviews Using BERT, LSTM, and CNN , Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi), 2023 Vol. 7, No. 3, pp. 586–591. Journal Article
FX Ferdinandus, Joan Santoso, Esther Irawati Setiawan, Eko Mulyanto Yuniarno, I Ketut Eddy Purnama, Mauridhi Hery Purnomo
3D Visualization for Lung Covid-19 Infection based on U-Net CNN Segmentation , IEEE Transactions on Instrumentation and Measurement, 2023 Vol. 72Journal Article
Wiwik Anggraeni, Eko Mulyanto Yuniarno, Reza Fuad Rachmadi, Surya Sumpeno, Pujiadi Pujiadi, Sugiyanto Sugiyanto, Joan Santoso, Mauridhi Hery Purnomo
A hybrid EMD-GRNN-PSO in intermittent time-series data for dengue fever forecasting , Expert System with Applications, 2024 Vol. 237, pp. 121438. Journal Article
Esther Irawati Setiawan, Joan Santoso, Julius Sugianto, Alvin Sucita, Michael Tenoyo, Mitchell Arthur, Willyanto Dharmawan
23 Graph Clustering for Social Media Listening during COVID-19 , The Spirit of Recovery: IT Perspectives, Experiences, and Applications during the COVID-19 Pandemic, 2024 , Journal Article