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Thesis/Dissertation from 2026

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A Comparative Analysis of Supervised Machine Learning Techniques for Predicting IT Incident Resolution Time, Ammad Hussain and Hussnain Yaqoob

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A comprehensive study of SARIMA and XGBoost models for short-term traffic volume forecasting at a Melbourne intersection (Victoria), Australia, Douglas Vinicius Dierings and Felipe Fontanive Marques

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Balancing Accuracy and Discovery: A Bias-Aware Evaluation Framework for Music Recommendation, Jose Luis Maidana

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Bitcoin Prediction System Usind Machine Learning Techniques, Carolina Azevedo de Castro

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Comparative Economic Impact Modelling of Floods vs Drought on a Global Scale, Diogo Lemos Aguiar and Paulo Henrique Oliveira Machado

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Deep Learning Based Classification of Retinal OCT Images Using Custom CNN and ResNet50, Ahmed Afzal

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Design and Evaluation of a Supervised Machine Learning-Based Intrusion Detection System., Tarquin Qazi

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Flood Risk Prediction System for Irish River Networks, Fernando Adalberto Naatz Heringer and Hugo Rodrigues de Freitas

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Identifying New Programme Development Viability, Grant Goodwin

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Machine Learning for Early Obesity Risk Prediction, Giuseppe Cutugno

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Machine Learning System for Cereal Yield Prediction in South America., Victor Gabriel Oliveira and Kelvin Henrique Ferreira Dumas

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Predicting CO₂ Emissions from Cattle-Driven Deforestation in the Amazon Rainforest Using Machine Learning, Daniel Ambrosio and Suelen Rocha

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Predicting Loneliness Among Older Adults in Ireland Using Supervised Machine Learning, Ariadne Chaves Miranda

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Predicting Product Returns in Online Retail, Mihaela Cristina Stefanache

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Predicting the Next Recession with Machine Learning, David Heffernan

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Predictive Analytics for Optimising Delivery Performance in Supply Chain Management, Vishwanath Sai Krishna Teja

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Predictive Maintenance for Manufacturing Equipment, Paloma de Andrade Batista

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PXAA: A Root-Cause Decision-Support System for Airline Passenger Complaints Using Sentiment Analysis and Complaint Classification, Adélia Acacio da Silva and Stefani Rabelo de Campos Nunes

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Real Time Waste Classification using Deep Learning: Comparing MobileNetV2 and ResNet 18 with Transfer Learning and Fine Tuning, Abdul Moaiz

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Seasonal Dublin airport passenger arrivals forecast for the Economy Sector of Dublin Airport, Roberto Tavares de Oliveira Neto

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Understanding Host Behaviour and Property Review Characteristics Using New York City Airbnb Dataset, Anna Szkwara

Thesis/Dissertation from 2025

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A Comparative Analysis of Machine Learning and Neural Network Performance in House Price Prediction: Dublin Vs. Other Irish Regions, Diarmuid Carroll

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A Comparative Analysis of the Performance of Customised and Pre-Trained Convolutional Neural Networks in the Classification of Facial Expressions., Guilherme Soares da Costa

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A Comparative Evaluation of the Effectiveness of Mel Frequency Cepstral Coefficients and Difference Files for Audio Effect Identification Using Convolutional Recurrent Neural Networks., Patrick Sneyd

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Analysis of Customer Churn in the Banking Sector and its Mitigating Factors., Fiachra O Callaghan

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Analysis of the Patterns and Features Importance in Predicting Demand for Sustainable Urban Mobility. A Comparative Analysis of Machine Learning Models Using the Dublin Bikes Dataset., Wojciech Sochanski

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An Enhanced Deep Learning Framework for Crop Disease Detection Using GAN-based Data Augmentation., Andrew Mc Guinn

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Assemble the ensemble: A multi model approach for customer churn prediction in the gambling industry., Paul Corcoran

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Automated classification of cardiac anomalies through the analysis of electrocardiogram signals using convolutional neural networks., Yhosely Isset Villegas Baldiviezo

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Big data vs Big law: The impact of big data and machine learning in anonymising or synthesizing data for use across borders., Kenneth Darker

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Brain Tumor Classification using Deep Learning: Custom CNN vs. ResNet50, Rayen Bentemessek

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Brain Tumor Classification using Deep Learning- Poster, Rayen Bentemessek

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Chess Evaluation and Player Profiling using Convolutional Neural Networks (CNNs) and Spatial Recognition., Joel D’Mello

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Clustering and Predictive Modelling of Cryptocurrencies: An Empirical Study of Lead–lag Dynamics and Forecasting Performance., Viktor Varga

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Comparative Evaluation of AI-Generated Synthetic Data and Real-World Data Performance in Predictive Analytics, Corey Louise Hughes

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Comparative Evaluation of AI-Generated Synthetic Data and Real-World Data Performance in Predictive Analytics., Corey Louise Hughes

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Comparing Custom and Transfer-Learning CNN Models for Chest X-ray Classification: Evaluating Performance and Scalability with Kubernetes Orchestration., Christopher Anich

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Comparison of Convolutional Neural Network Architectures for the Classification of Microscopic Images: Performance Evaluation of Lightweight Models., Cristian Ricardo Gonzalez Donoso

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Comparison of Statistical, Machine Learning, and Deep Learning Models for Time-Series Forecasting Using Weather Data from Dublin, Ireland., Erick Eduardo Rios Treviño

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Credit Card Default Prediction Using Machine Learning., Yassine Zohair

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Credit Card Fraud Detection., Sonia Ndonga

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Customer Response to Marketing Campaigns., Alexandru Enoiu

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Customer Service Support. Utilizing machine learning to classify, prioritize and summarize issues., Hoai Nhan Nguyen

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Data Analysis for Maintenance reliability., Romulo Menezes Santos

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Data-Driven Decarbonisation Strategy for Residential Buildings: A Q-Learning-Based Simulation Approach., Erdenechimeg Tserendorj

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Data-Driven Public Transport Planning for Dublin: A Clustering and Forecasting Approach, Magdalena Burtinik Urueta and Mirae Yu

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Data Driven Public Transport Planning in Dublin : A Clustering and Forecasting Approach, Magdalena Burtinik Urueta and Mirae Yu

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Deep Learning for Irish Garden Bird Identification: Exploring the Role of CNN-LSTM in Video-Based Recognition, Antonina Dolynenko

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Demand Forecasting and Inventory Optimization in Mid-Sized Grocery Retail Using Machine Learning: A Data-Driven Approach to Minimizing Stock-outs and Waste., Dragos Andrei Ungureanu

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Detecting Fake News Using AI, Gustavo Lambert and Lucas Schultz

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Detecting Fake News Using AI, Gustavo Lambert and Ignatio Varela

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Development of a Deep Learning Model for Synthetic vs. Real Image Classification Synthetic vs. Real image classification, Bernardo Gandara and Ignacio Varela

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Development of a Deep Learning Model for Synthetic vs. Real Image Classification Synthetic vs. Real image classification-Poster, Bernardo Gandara and Ignacio Varela

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Discovering Latent Themes: Mixed-Methods Comparative Analysis of Topic Extraction and Clustering., Laura Byrne

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Dogs Emotion System, Muhammad Anas Baig

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Dogs Emotion System- Poster, Muhammad Anas Baig

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Efficient Evaluation of NALA in ConvLSTM for High-Dimensional Time-Series Traffic-Flow Forecasting ., Sergej Sisov

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Enhancing Fake News and Rumor Detection Using Metadata, Context, and User Interaction with a Hybrid GCN-Transformer., Lucas Romulo Zuin Gigli

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Enhancing Financial Fraud Detection Using Explainable Deep Learning Models on Simulated Big Data Architectures: A Comparative Analysis with Traditional Methods., Aoife Yang

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Enhancing Insider Threat Detection Through A Hybrid Approach Using Different Artificial Intelligence Techniques., Jose Roberto Da Silva Dure

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Enhancing UK Electricity Price Forecasting Using Deep Learning., Stephen Cooke

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European Air pollution and the proposed timelines of implementing the World Health Organization 2021 Air Quality Guidelines CA3., Lukia Hartin

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Evaluating the Effectiveness of Variational Mode Decomposition(VMD)-Enhanced Hybrid Models for Forecasting Volatile Price and Indicator Time Series., Danny Allen

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Exogenous Variables in Time Series Forecasting During Economic Volatility: A Cross-Sector and Cross-Crisis Evaluation., Orla Kavanagh

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Exploring the Determinants of Life Expectancy at Birth: Predicting and Forecasting Global Health Trends Using Statistical, Machine Learning, and Deep Learning Models., Emma Rath

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Exploring Workforce Attrition in Early Childcare Sector Using Data Segmentation, Machine Learning and Artificial Neural Networks., Anna Fontani-Tankovska

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Fake News Detection Using Machine Learning Models., Anne Higgins

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Forecasting Hourly Police Call for Service Volumes: A Comparative Analysis of Statistical, Machine Learning and Neural Network Models for Operational Planning., Patrick Duggan

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Forecasting Hourly Police Call for Service Volumes: A Comparative Analysis of Statistical, Machine Learning and Neural Network Models for Operational Planning., Patrick Duggan

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Identifying and Forecasting Key Drivers of Greenhouse Gas Emissions in Ireland's Residential Sector Multivariate Time Series Analysis., Sallam Noor Aldeen Salman

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Identifying Skills Gaps and Labour Market Trends Using Machine Learning: A Data Analysis of Tendencies Within the Irish Online Job Market., Stephen Ray

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Implementation of Time Series and Neural Networks for Forecasting Agricultural Prices in the Irish Market: A Comparative Analysis of Milk, Beef, and Potatoes., César Augusto Núñez

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Improving Chatbot Interactions Through AI-Driven Hate Speech Detection: Evolving to a Safer Digital Environment-Poster, Rata Gheorghita and Wellington Mariano

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Improving Fairness in Convolutional Neural Networks for Demographic Face Classification., Leandro Andrade

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Improving the Completeness of Food Composition Databases Using Predictive Analysis., Carla Arenhart

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Investigating the Effectiveness of Traditional VS Hybrid Time Series Models in Operational Planning., Cristina Priolo

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Leaf Classification Using Convolutional Neural Networks and Vision Transformers, Louis Wilkie

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Neural Networks Activation Functions and Hybrid Activations Functions accuracy and loss comparison on small dataset against large datasets for classification problems, Antonio Felipe Cora Martins

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Neural Networks Activation Functions and Hybrid Activations Functions accuracy and loss comparison on small dataset against large datasets for classification problems., Antonio Felipe Cora Martins

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Optimizing LSTM Neural Network for Multimodal Multivariate Footfall Prediction., Aws Al Adhami

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Player Transfer Market in European Football Using Machine Learning to analyse the evolution of the European football., Pablo Lopes de Souza Oliveira

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Predicting Customer Churn and Enhancing Retention Strategies Through Machine Learning., Swan Saung Lwin

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Predicting Customer Churn Using Machine Learning: A Data-Driven Approach, Alessandro Mendes Martins

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Predicting Early Customer Inactivity in the Banking Sector Using Machine Learning: A Churn Prevention, Ivana Mc Fadden

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Predicting early hospital readmissions for diabetic patients using machine learning, Amanda Ferraz and Leonardo Oliveira

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Predicting early hospital readmissions for diabetic patients using machine learning- Poster, Amanda Ferraz and Leonardo Oliveira

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Predicting Monthly Weather Anomalies in Ireland: A Comparative Study of Machine Learning and Deep Learning Models., Fiona Behan

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Predicting Repeat Purchases in E-Commerce Using Interpretable Machine Learning, Zahid Bhatti

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Predicting S&P Corporate Credit Ratings using Financial Ratios and Machine Learning: An Analysis of European Non-Financial Companies., Gabriele Frattaroli

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Predictive Analysis of Atlantic Meridional Overturning Circulation AMOC and Its Climatic Implications on Ireland Using Advanced Machine Learning Techniques., Corey Whyte

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Predictive Analytics for Customer Churns in Financial Services., Thant Thiha

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Premier League results predictions, Laura Consuegra

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Strategic Analysis of Employment Permit Statistics and Predictive Analytics for Workforce planning in Ireland, Amy Souza and Thaynna Vieira

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Strategic Analysis of Employment Permit Statistics and Predictive Analytics for Workforce planning in Ireland- Poster, Amy Souza and Thaynna Vieira

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The Actuarial Applications of Machine Learning and Big Data in the Life Assurance industry: Managing customer retention and customer outcomes by the application of data science., Brian Cunningham

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The use of deep learning solutions to develop a practice tool to support Lámh language for communication partners, Gabriel Bueno Pimentel Borges

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Time Series Forecasting in Financial Markets: Benchmarking the Temporal Fusion Transformer Against N-BEATS., Fergus Fleury

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Tour Demand Forecasting in Ireland: Development and Evaluation of Classical, Deep Learning, and Hybrid Models, Ruben Elias Charleston Montfort

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Traditional vs Deep Learning Approaches for Efficient Electricity Consumption Prediction., Lucas Sant’Ana

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Understanding Model Behaviour and Interpretability in Time Series Forecasting: A Deep Dive into LSTM and GRU with XAI Techniques., Federico Ariton