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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Journal Articles

Natural Language Grammar Induction of Indonesian Language Corpora Using Genetic Algorithm , 2011 International Conference on Asian Language Processing , pp. 15-18Journal Article

Pencarian Lokasi Fasilitas Umum Terdekat Dilengkapi Dengan Rute Kendaraan Umum LYN , Semantik , Vol.2, No.1Journal Article

Evolutionary Neural Network for Othello Game , Procedia-Social and Behavioral Sciences Vol. 57, pp.419-425Journal Article

Shortest path problem for public transportation using gps and map service , Procedia-Social and Behavioral Sciences Vol. 57, pp. 426-431Journal Article

Locating nearest public facility using IDA∗ algorithm 2013 Eleventh International Conference on ICT and Knowledge Engineering , pp.1-4Journal Article

Pengenalan Abjad Aksara Latin pada Komputer Menggunakan Metode Skeletoning , Seminar Nasional “Inovasi dalam Desain dan Teknologi”-IDeaTech , pp.137-142Journal Article

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

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

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

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

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

Hidden Markov Models based Indonesian Viseme Model for Natural Speech with Affection , Kursor , Vol. 8, No.3, pp.102-122Journal Article

Pendekatan Rule Handmade untuk Menentukan Klausa Bahasa Indonesia , E-Proceedings KNS&I STIKOM Bali , pp.598-603Journal Article

Analisis Opini Terhadap Tanggapan Masyarakat Untuk Review Acara Televisi Atau Film , Jurnal Teknik Industri , Vol.20, No.1Journal Article

Desain Tampilan Sistem Absensi Perkuliahan Dengan Metode Storyboarding , Jurnal Teknik Industri , Vol.20, No.1Journal Article

Digit Classification of Majapahit Relic Inscription using GLCM-SVM , Knowledge Engineering and Data Science , Vol.1, No.2, pp.46-54Journal Article

Sentiment Analysis Terhadap Review Rumah Makan di Surabaya Memanfaatkan Algoritma Random Forest , Prosiding Seminar Nasional Teknologi Informasi & Aplikasinya , pp.7-11Journal Article

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

Pemanfaatan Expert System Untuk Penentuan Kegawatdaruratan Pasien Balita Di IGD , Applied Technology and Computing Science Journal , Vol. 1, No. 2, pp.63-75Journal Article

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

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

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

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

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

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

Stemming Bahasa Tetun Menggunakan Pendekatan Rule Based , Teknika , Vol.8, No.2, pp.142-147Journal Article

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

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

Distant Supervision for Relation Extraction via Piecewise Attention and Bag-Level Contextual Inference , IEEE Access , Vol.7, pp.103570-103582Journal Article

Klasifikasi Helpdesk Menggunakan Metode Support Vector Machine , J. Inform , Vol.4, No.1, pp.55-60Journal Article

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

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

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

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

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

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

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

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

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

Conformance Checking Process Mining SAP Modul SD (Sales and Distribution) dengan Metode Heuristic Miner , SISFO VOL 9 NO 2 , Vol.9, No.2Journal Article

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

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

Aplikasi Mobile Untuk Memantau Body Mass Index Dengan Metodologi Scrum TEKNIKA, 2021, Vol. 10, No 3, pp.242-250Journal Article

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

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

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

Indonesian Sentence Boundary Detection using Deep Learning Approaches Knowledge Engineering and Data Science, Vol. 4, No 1, pp.38-48Journal Article

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

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

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

The Edge Feature Subtraction for Completing Video Matting , 2021 3rd East Indonesia Conference on Computer and Information Technology (EIConCIT) , pp. 433-437Journal Article

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

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

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

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

SISTEM REKOMENDASI OBAT PENGGANTI MENGGUNAKAN METODE CNN Jurnal Sistem Cerdas dan Rekayasa (JSCR), 2022, Vol. 3, No 1, pp.25-36Journal Article

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

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

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

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

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

Indonesian Language Term Extraction Using Multi-Task Neural Network , Knowledge Engineering and Data Science (KEDS), 2022, Vol 5, No 2, pp. 160–167Journal Article

Pemodelan Prediksi Kuantitas Penjualan Mainan Menggunakan Light Gradient Boosting Machine SMARTICS Journal, 2023, Vol. 9, No 1, pp.7-13Journal Article

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

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

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

Factors That Influence Repurchase Intention: A Systematic Literature Review , Jurnal Teknologi Informasi dan Komunikasi, 2023, Vol. 12, No. 3, pp. 252–260. Journal Article

Chatbot for University Students Major Determination with Rasa Framework , 27th International Computer Science and Engineering Conference (ICSEC), 2023 , pp. 299–303. Journal Article

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

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

3D Visualization for Lung Covid-19 Infection based on U-Net CNN Segmentation , IEEE Transactions on Instrumentation and Measurement, 2023 Vol. 72Journal Article

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

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