Tirana Noor Fatyanosa — Supervised Theses (Universitas Brawijaya)

Scraped from repository.ub.ac.id via Playwright+WARP on July 8, 2026. 16 theses across 2024-2026 identified.

2024 Theses

1. Implementasi Chatbot menggunakan Long Short Term Memory (LSTM) dengan Pendekatan Retrieval-Based (Studi Kasus: Fakultas Ilmu Komputer)

   • Author: Ja’far Shidqul Azzam
   • Supervisors: Fitra Abdurrachman Bachtiar + Tirana Noor Fatyanosa
   • Topics: LSTM, retrieval-based chatbot, university FAQ

2. Analisis Perbandingan Pengaruh Metode Praproses Data dan Fine-Tuning Terhadap Performa BERT dalam Klasifikasi Teks

   • Author: Rizky Dwi Purnomo
   • Supervisors: Tirana Noor Fatyanosa + Mahendra Data
   • Topics: BERT, preprocessing, fine-tuning, text classification comparison

2025 Theses

3. Analisis Kinerja Transfer Learning Pada Model YOLO Dan PaddleOCR Dalam Deteksi Dan Pengenalan Plat Nomor Kendaraan

   • Author: Ais Azra Azhari
   • Supervisors: Tirana Noor Fatyanosa + Edy Santoso
   • Topics: YOLO, PaddleOCR, license plate detection, transfer learning

4. Fine-Tuning Deep Convolutional Generative Adversarial Networks (DCGAN) Untuk Generasi Data Sintetis Citra Fundus Retina

   • Author: Muhammad Rizqi Azhari
   • Supervisors: Tirana Noor Fatyanosa + Candra Dewi
   • Topics: DCGAN, synthetic data, retinal fundus images, medical imaging

5. Klasifikasi Emosi Multikelas Berbasis Teks Bahasa Indonesia Menggunakan IndoRoBERTa

   • Author: Muhammad Dzakwan Bintang Lazuardi
   • Supervisors: Tirana Noor Fatyanosa + Marji
   • Topics: IndoRoBERTa, multi-class emotion classification, Indonesian text

6. Analisis Sentimen Pengguna Indodax Menggunakan FastText dan Convolutional Neural Network

   • Author: Muhammad Taufik Maulana
   • Supervisors: Lailil Muflikhah + Tirana Noor Fatyanosa
   • Topics: FastText, CNN, sentiment analysis, cryptocurrency (Indodax)

7. Analisis Sentimen Terhadap Makanan Manis di Platform X Menggunakan TF-IDF dan Naive Bayes

   • Author: Nurul Annisa Murnastiti
   • Supervisors: Tirana Noor Fatyanosa + Marji
   • Topics: TF-IDF, Naive Bayes, sentiment analysis, Twitter/X, food

2026 Theses

8. Pengembangan Sistem Pendukung Investigasi Serangan Siber Berdasarkan Log Server Web Menggunakan Algoritma HDBSCAN

   • Author: Naufal Alif Rahmania Akmal
   • Supervisors: Mahendra Data + Tirana Noor Fatyanosa
   • Topics: HDBSCAN, web server logs, cyber attack investigation

9. Analisis Perbandingan Kinerja Fine-Tuning Varian Pretrained BERT Untuk Deteksi Intrusi Berbasis Host Pada Dataset ADFA-LD

   • Author: Salsa Zufar Radinka Akmal
   • Supervisors: Tirana Noor Fatyanosa + Mahendra Data
   • Topics: BERT variants, host-based intrusion detection, ADFA-LD dataset

10. Analisis Perbandingan Metode Chunking Dalam Chatbot Berbasis Retrieval-Augmented Generation Rekomendasi Terapi Nutrisi Medis Pasien

    • Author: Eleazar Tadeo Eman
    • Supervisors: Tirana Noor Fatyanosa + Alham Fikri Aji
    • Topics: RAG, chunking strategies, chatbot, medical nutrition therapy

11. Penyelarasan Large Language Model terhadap Respon Tidak Etis menggunakan Reinforcement Learning from Human Feedback (RLHF)

    • Author: Fadhilah Hilmi
    • Supervisors: Tirana Noor Fatyanosa + Al Hafiz Akbar Maulana Siagian
    • Topics: LLM alignment, RLHF, ethical responses, safety

12. Fine-Tuning BERT Untuk Named Entity Recognition Pada Dokumen Klinis Gizi

    • Author: Satrio Condro Kusuma
    • Supervisors: Tirana Noor Fatyanosa + Mahendra Data
    • Topics: BERT, NER, clinical nutrition documents, Indonesian healthcare

13. Analisis Perbandingan Few-Shot Dan Iterative Optimization Prompting Pada Sistem Large Language Model Ensemble Untuk Deteksi Emosi Multilabel Berbahasa Inggris

    • Author: Kartika Madania
    • Supervisors: Tirana Noor Fatyanosa + Rizal Setya Perdana
    • Topics: Few-shot prompting, iterative optimization, LLM ensemble, multi-label emotion

14. Klasifikasi Sentimen Lintas Domain Pada Komentar Media Sosial Menggunakan IndoBERT Dengan Finetuning Dan Data Augmentation

    • Author: Nalendra Marchelo
    • Supervisors: Tirana Noor Fatyanosa + Rizal Setya Perdana
    • Topics: IndoBERT, cross-domain sentiment, data augmentation, social media

15. Penerapan Model RoBERTa Untuk Deteksi Emosi Multikelas Berbasis Teks Bahasa Inggris

    • Author: Farid Muzaki
    • Supervisors: Tirana Noor Fatyanosa + Achmad Ridok
    • Topics: RoBERTa, multi-class emotion detection, English text

16. Analisis Sentimen Publik Terhadap Magang Berdampak 2025 Di Platform X/Twitter Menggunakan Model IndoBERT

    • Author: Brigitta Mery Rosarie Eufra Nilapaksi
    • Supervisors: Tirana Noor Fatyanosa + Putra Pandu Adikara
    • Topics: IndoBERT, sentiment analysis, Twitter/X, internship program

17. Penerapan Algoritma Random Forest Untuk Klasifikasi Cedera Pelari Berbasis Data Kinerja Wearable Devices dengan Teknik Resampling dan Optuna Tuning

    • Author: Cendikia Adnawirya Pratama
    • Supervisors: Lailil Muflikhah + Tirana Noor Fatyanosa
    • Topics: Random Forest, wearable devices, runner injury classification, Optuna

18. Klasifikasi Emosi Multi Label di Teks Bahasa Inggris Menggunakan Metode Naive Bayes dan Term Frequency

    • Author: Nina Suprihadiyanti Putri
    • Supervisors: Putra Pandu Adikara + Tirana Noor Fatyanosa
    • Topics: Naive Bayes, multi-label emotion classification, English text

19. Implementasi Augmentasi Data Pada Konversi Text-To-Gloss Bisindo Menggunakan Flan-T5 Dengan Low-Rank Adaptation

    • Author: Dayang Alyssa Raisaputri
    • Supervisors: Tirana Noor Fatyanosa + Irawati Nurmala Sari
    • Topics: Flan-T5, LoRA, sign language (Bisindo), text-to-gloss conversion, data augmentation

Research Clusters

Cluster	#	Years
BERT/RoBERTa/IndoBERT fine-tuning	6	2024-2026
Emotion/Sentiment Analysis	8	2025-2026
Cybersecurity (HDBSCAN, BERT IDS)	2	2026
Computer Vision (YOLO, DCGAN)	2	2025
LLM Alignment & RLHF	1	2026
RAG & Chatbot	2	2024, 2026
Clinical/Healthcare NLP	2	2026
LoRA & Parameter-Efficient Tuning	1	2026
Sign Language Processing	1	2026