Dr. Aziida Nanyonga

Scholarly Contributions

Publications

Explore my research publications spanning artificial intelligence, aviation safety, machine learning, natural language processing, healthcare analytics, and interdisciplinary computational research.

Selected Research Outputs

Journal Articles

2025 · Journal Article

Lightweight and Mobile Artificial Intelligence and Immersive Technologies in Aviation

G. Wild, A. Nanyonga, A. Iqbal, S. Bano, A. Somerville, L. Pollock

Visual Computing for Industry, Biomedicine, and Art

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2025 · Journal Article

Does the Choice of Topic Modeling Technique Impact the Interpretation of Aviation Incident Reports? A Methodological Assessment

A. Nanyonga, K. Joiner, U. Turhan, G. Wild

Technologies

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2025 · Journal Article

Deep Learning Approaches for Classifying Aviation Safety Incidents: Evidence from Australian Data

A. Nanyonga, K. Joiner, U. Turhan, G. Wild

AI

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2025 · Journal Article

Semantic Topic Modeling of Aviation Safety Reports: A Comparative Analysis Using BERTopic and PLSA

A. Nanyonga, K. Joiner, U. Turhan, G. Wild

Aerospace

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2025 · Journal Article

Explainable Supervised Learning Models for Aviation Predictions in Australia

A. Nanyonga, H. Wasswa, K. Joiner, U. Turhan, G. Wild

Aerospace

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2025 · Journal Article

Natural Language Processing for Aviation Safety: Predicting Injury Levels from Incident Reports in Australia

A. Nanyonga, K. Joiner, U. Turhan, G. Wild

Modelling

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2025 · Journal Article

A Systematic Review of Machine Learning Analytic Methods for Aviation Accident Research

A. Nanyonga, U. Turhan, G. Wild

Sci

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2025 · Journal Article

A Multi-Head Attention-Based Transformer Model for Predicting Causes in Aviation Incidents

A. Nanyonga, H. Wasswa, K. Joiner, U. Turhan, G. Wild

Modelling

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2021 · Journal Article

Predicting 30-Day Mortality After an Acute Coronary Syndrome (ACS) Using Machine Learning Methods for Feature Selection, Classification and Visualisation

A. Nanyonga, S. Malek, F. Aziz, K. S. Ibrahim, S. Kasim

Sains Malaysiana

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International Conferences

Conference Proceedings

2026 · Conference Paper

Transformer-Based Deep Learning for Flight Phase Classification in ATSB Aviation Safety Reports

A. Nanyonga, G. Wild

AIAA AVIATION Forum

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2025 · Conference Paper

Utilizing AI for Aviation Post-Accident Analysis Classification

A. Nanyonga, G. Wild

AIAA AVIATION Forum and ASCEND

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2025 · Conference Paper

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports?

A. Nanyonga, K. Joiner, U. Turhan, G. Wild

International Conference on Artificial Intelligence and Machine Learning (AIMLA)

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2025 · Conference Paper

Classification of Operational Records in Aviation Using Deep Learning Approaches

A. Nanyonga, G. Wild

International Conference on Pervasive Computing Technologies (ICPCT)

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2025 · Conference Paper

Analyzing Aviation Safety Narratives with LDA, NMF and PLSA: A Case Study Using Socrata Datasets

A. Nanyonga, G. Wild

RMKMATE

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2025 · Conference Paper

Applications of Natural Language Processing in Aviation Safety: A Review and Qualitative Analysis

A. Nanyonga, K. Joiner, U. Turhan, G. Wild

AIAA SciTech Forum

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2024 · Conference Paper

Comparative Analysis of Topic Modeling Techniques on ATSB Text Narratives Using Natural Language Processing

A. Nanyonga, H. Wasswa, U. Turhan, K. Joiner, G. Wild

IEEE International Conference for Innovation in Technology (INOCON)

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2024 · Conference Paper

Comparative Study of Deep Learning Architectures for Textual Damage Level Classification

A. Nanyonga, H. Wasswa, G. Wild

IEEE SPIN

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2024 · Conference Paper

Impact of Latent Space Dimension on IoT Botnet Detection Performance: VAE-Encoder versus ViT-Encoder

H. Wasswa, A. Nanyonga, T. Lynar

IEEE International Conference for Innovation in Technology (INOCON)

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2024 · Conference Paper

Preserving Seasonal and Trend Information: A Variational Autoencoder-Latent Space Arithmetic Based Approach for Non-Stationary Learning

H. Wasswa, A. Nanyonga, T. Lynar

IEEE Region 10 Symposium (TENSYMP)

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2024 · Conference Paper

Exploring Aviation Incident Narratives Using Topic Modeling and Clustering Techniques

A. Nanyonga, H. Wasswa, U. Turhan, K. Joiner, G. Wild

IEEE Region 10 Symposium (TENSYMP)

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2023 · Conference Paper

Phase of Flight Classification in Aviation Safety Using LSTM, GRU, and BiLSTM: A Case Study with ASN Dataset

A. Nanyonga, H. Wasswa, G. Wild

International Conference on High Performance Big Data and Intelligent Systems (HDIS)

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2023 · Conference Paper

Natural Language Processing and Deep Learning Models to Classify Phase of Flight in Aviation Safety Occurrences

A. Nanyonga, H. Wasswa, O. Molloy, U. Turhan, G. Wild

IEEE Region 10 Symposium (TENSYMP)

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2023 · Conference Paper

Topic Modeling Analysis of Aviation Accident Reports: A Comparative Study between LDA and NMF Models

A. Nanyonga, H. Wasswa, G. Wild

IEEE International Conference on Smart Generation Computing (SMART GENCON)

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2023 · Conference Paper

Aviation Safety Enhancement via NLP & Deep Learning: Classifying Flight Phases in ATSB Safety Reports

A. Nanyonga, H. Wasswa, G. Wild

IEEE Global Conference on Information Technologies and Communications (GCITC)

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2023 · Conference Paper

Impact of Dataset Size & Data Source on Aviation Safety Incident Prediction Models with Natural Language Processing

A. Nanyonga, G. Wild

IEEE Global Conference on Information Technologies and Communications (GCITC)

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2023 · Conference Paper

IoT Botnet Detection: Application of Vision Transformer to Classification of Network Flow Traffic

H. Wasswa, T. Lynar, A. Nanyonga, H. Abbass

IEEE Global Conference on Information Technologies and Communications (GCITC)

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2023 · Conference Paper

Sequential Classification of Aviation Safety Occurrences with Natural Language Processing

A. Nanyonga, H. Wasswa, U. Turhan, O. Molloy, G. Wild

AIAA AVIATION Forum

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Additional Scholarly Contributions

Conference Abstracts

2018 · Conference Abstract

Preliminary Study on Application of Machine Learning Method in Predicting Survival Versus Non-Survival After Myocardial Infarction in Malaysian Population

K. S. Ibrahim, S. Malek, A. Nanyonga, S. K. Kasim

International Journal of Cardiology, Vol. 273, p. 8

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Additional Scholarly Contributions

Book Chapters

2019 · Book Chapter

Ecosystem Monitoring Through Predictive Modeling

S. Malek, C. Hui, A. Nanyonga, S. Cheen, S. Toh, P. Milow

Encyclopedia of Bioinformatics and Computational Biology, Elsevier, Vol. 3, pp. 1–8

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