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Submissions from 2023

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Application of Shallow Neural Networks to Retail Intermittent Demand Time Series, Urko Allende

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Evaluating the Performance of Vulkan GLSL Compute Shaders in Real-Time Ray-Traced Audio Propagation Through 3D Virtual Environments, James Buggy

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The Vulnerability Through Cyberattacks Related to Technological Differences Between Centralized, Server-Based and Ethereum Based Smart Home Systems, Friederike Johanna Haberl

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Evaluation of Text Transformers for Classifying Sentiment of Reviews by Using TF-IDF, BERT (word embedding), SBERT (sentence embedding) with Support Vector Machine Evaluation, Mina Jamshidian

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A Style-Based Approach for Detecting COVID-19 Fake News, Richard Madden

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The Use of Data Balancing Algorithms to Correct for the Under-Representation of Female Patients in a Cardiovascular Dataset, Sian Miller

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Development of a Hospital Discharge Planning System Augmented with a Neural Clinical Decision Support Engine, David Mulqueen

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The Effects of Disinformation Upon National Attitudes Towards the EU and its Institutions, Alex Murphy

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Exploring Gender Bias in Semantic Representations for Occupational Classification in NLP: Techniques and Mitigation Strategies, Joseph Michael O'Carroll

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A Computational Model of Trust Based on Dynamic Interaction in the Stack Overflow Community, Patrick O’Neill

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EXPLOITING ASSOCIATION RULES MINING TO INFORM THE USE OF NON-MANUAL FEATURES IN SIGN LANGUAGE PROCESSING, Robert G. Smith

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Probability Expressions in AI Decision Support: Impacts on Human+AI Team Performance, Elias Spinn

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Explaining Deep Q-Learning Experience Replay with SHapley Additive exPlanations, Robert S. Sullivan

Submissions from 2022

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An Investigation of the Relationship Between Subjective Mental Workload and Objective Indicators of User Activity, Greg Byrne

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An Investigation of the Relationship Between Subjective Mental Workload and Objective Indicators of User Activity, Greg Byrne

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Dark Patterns: Effect on Overall User Experience and Site Revisitation, Deon Soul Calawen

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Performance Evaluation of an Edge Computing Implementation of Hyperledger Sawtooth for IoT Data Security, Sean Connolly

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Improving Dysarthric Speech Recognition by Enriching Training Datasets, Sophie Cullen

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Hybridization of Biologically Inspired Algorithms for Discrete Optimisation Problems, Elihu Essian-Thompson

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Evaluating the Performance of Vision Transformer Architecture for Deepfake Image Classification, Devesan Govindasamy

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Scrolling vs Paging: Reading Performance and Preference of Reading Modes in Long-form Online News, Richard Herlihy

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Ensemble Approach to the Semantic Segmentation of Satellite Images, Brendan Kent

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Real-Time Stock Market Recommendation & Prediction using Multi Source Data, Kalpana Konety

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Development of an Explainability Scale to Evaluate Explainable Artificial Intelligence (XAI) Methods, Stephen McCarthy

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Development of an Explainability Scale to Evaluate Explainable Artificial Intelligence (XAI) Methods, Stephen McCarthy

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COVID-19: A Review of Random Testing as an Augmentation of a Close-Contact Testing Regime in Response to the COVID-19 Pandemic, John McDonnell

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Evaluating the Performance Impact of Fine-Tuning Optimization Strategies on Pre-Trained DistilBERT Models Towards Hate Speech Detection in Social Media, Aidan McGovern

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Measuring and Comparing Social Bias in Static and Contextual Word Embeddings, Alan Cueva Mora

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The Impact of Emotion Focused Features on SVM and MLR Models for Depression Detection, Alexandria Mulligan

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KG-CNN: Augmenting Convolutional Neural Networks with Knowledge Graphs for Multi-Class Image Classification, Aidan O'Neill

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Direct and constructivist approaches for the design of instruction in well-structured domains: a comparison of efficiency via mental workload and performance., Giuliano Orru

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An Analysis on Network Flow-Based IoT Botnet Detection Using Weka, Cian Porteous

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Evaluation Of Automated Eye Blink Artefact Removal Using Stacked Dense Autoencoder, Matthew Rigney

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Examining the Effects of Disabilities on VR Usage and Accessibility Issues for Persons with Disabilities, Sean Williams

Submissions from 2021

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Evaluating the Performance of Transformer architecture over Attention architecture on Image Captioning, Deepti Balasubramaniam

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A Hybrid Neural Network for Stock Price Direction Forecasting, Daniel Devine

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Finetuning BERT and XLNet for Sentiment Analysis of Stock Market Tweets using Mixout and Dropout Regularization, Shubham Jangir

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Human Age and Gender Classification using Convolutional Neural Networks, Eamon Kelliher

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Event-driven servers using asynchronous, non-blocking network I/O: Performance evaluation of kqueue and epoll, Lorcan Leonard

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Improving a Network Intrusion Detection System’s Efficiency Using Model-Based Data Augmentation, Vinicius Waterkemper Lodetti

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Stellar classification of folded spectra using the MK Classification scheme and convolutional neural networks, John Magee

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Can Generative Adversarial Networks Help Us Fight Financial Fraud?, Sean McIver

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Combination of Facebook Prophet and Attention-Based LSTM with Multi- Source data for Indian Stock Market Prediction, Pavan Nagesh

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Exploiting BERT and RoBERTa to Improve Performance for Aspect Based Sentiment Analysis, Gagan Reddy Narayanaswamy

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Performance comparison between a distributed particle swarm algorithm and a centralised algorithm, Ciarán O’Loughlin

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An Evaluation on the Performance of Code Generated with WebAssembly Compilers, Raymond Phelan

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Identifying Roles of Software Developers from their Answers on Stack Overflow, Dean Power

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A Comparison of Instructional Efficiency Models in Third Level Education, Murali Rajendran

Comparing the Explainability of Different Crop Disease Identification Models Using LIME, Tamil Selvi Bancras Samuel

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Feature Augmentation for Improved Topic Modeling of Youtube Lecture Videos using Latent Dirichlet Allocation, Nakul Srikumar

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Adequately Generating Captions for an Image Using Adaptive and Global Attention Mechanisms., Shravan Kumar Talanki Venkatarathanaiahsetty

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Identifying significant features for Player Evaluation in NFL comparing ANNs and Traditional Models, Ronan Walsh

Submissions from 2020

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LightGWAS: A Novel Genome-Wide Association Study Procedure, Bruno Ambrozio

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Transformer Neural Networks for Automated Story Generation, Kemal Araz

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Noise Reduction of EEG Signals Using Autoencoders Built Upon GRU based RNN Layers, Esra Aynali

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A Discrimination Aware Model to Predict Childhood Literacy Levels, Kate Byrne

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Finetuning Pre-Trained Language Models for Sentiment Classification of COVID19 Tweets, Arjun Dussa

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Machine Learning Assisted Gait Analysis for the Determination of Handedness in Able-bodied People, Hugh Gallagher

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Content-based Filtering Recommendation Approach to Label Irish Legal Judgements, Sandesh Gangadhar

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Stacked Convolutional Recurrent Auto-encoder for Noise Reduction in EEG, Eoghan Keegan

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Investigating the Predictability of a Chaotic Time-Series Data using Reservoir Computing, Deep-Learning and Machine- Learning on the Short-, Medium- and Long-Term Pricing of Bitcoin and Ethereum., Molly Kenny

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Investigating Effect of Amount of Augmented Data on Performance of Convolutional Neural Network for MultiClass Image Classification, Shivam Khandelwal

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Evaluating BERT Embeddings for Text Classification in Bio-Medical Domain to Determine Eligibility of Patients in Clinical Trials, Saurabh Khodake

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Identifying Online Sexual Predators Using Support Vector Machine, Yifan Li

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Discover Influential Mental Workload Attributes Impacting Learners Performance in Third-Level Education, Amisha Mehta

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Confusion Modelling - An Estimation by Semantic Embeddings, Praveen Mohanprasad

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Image Instance Segmentation: Using the CIRSY System to Identify Small Objects in Low Resolution Images, Orghomisan William Omatsone

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An Examination of the Smote and Other Smote-based Techniques That Use Synthetic Data to Oversample the Minority Class in the Context of Credit-Card Fraud Classification, Eduardo Parkinson de Castro

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Adapting Microservices in the Cloud with FaaS, Mateusz Pietraszewski

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Optimization of Home Mortgage Mover Predictive Model Applying Geo-Spatial Analysis and Machine Learning Techniques, Natalia Riscovaia

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Improving Transfer Learning for Use in Multi-Spectral Data, Yuvraj Sharma

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Detection of Pathological HFO Using Supervised Machine Learning and iEEG Data, Isabel L. Sicardi Rosell

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Bimodal Emotion Classification Using Deep Learning, Ashutosh Kumar Singh

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Classification of Animal Sound Using Convolutional Neural Network, Neha Singh

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Synthetic Data Generation Using Wasserstein Conditional Gans With Gradient Penalty (WCGANS-GP), Manhar Singh Walia

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An Evaluation of Text Representation Techniques for Fake News Detection Using: TF-IDF, Word Embeddings, Sentence Embeddings with Linear Support Vector Machine., Sangita Sriram

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Brain Disease Detection From EEGS: Comparing Spiking and Recurrent Neural Networks for Non-stationary Time Series Classification, Hristo Stoev

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A Comparative Study of Text Summarization on E-mail Data Using Unsupervised Learning Approaches, Tijo Thomas

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Drug Reviews: Cross-condition and Cross-source Analysis by Review Quantification Using Regional CNN-LSTM Models, Ajith Mathew Thoomkuzhy

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Customer Churn Prediction, Deepshikha Wadikar

Submissions from 2019

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Detection of Offensive YouTube Comments, a Performance Comparison of Deep Learning Approaches, Priyam Bansal

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Predicting Violent Crime Reports from Geospatial and Temporal Attributes of US 911 Emergency Call Data, Vincent Corcoran

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Is there a Correlation Between Wikidata Revisions and Trending Hashtags on Twitter?, Paula Dooley [Thesis]

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An Investigation into the Predictive Capability of Customer Spending in Modelling Mortgage Default, Donal Finn [Thesis]

The Impact of Temporal Features in Music Genre Recognition, Víctor Santiago González

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Noise Reduction in EEG Signals using Convolutional Autoencoding Techniques, Conor Hanrahan

Incorporating Semantic Information to FastText Word Vectors for Improved Sentiment Analysis, Colin Hayden

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Predicting Customer Retention of an App-Based Business Using Supervised Machine Learning, Jeswin Jose

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Investigation into the Perceptually Informed Data for Environmental Sound Recognition, Chenglin Kang

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Analyzing Twitter Feeds to Facilitate Crises Informatics and Disaster Response During Mass Emergencies, Arshdeep Kaur

Validation of One-Class Classification in Pension Purchase Prediction, Eoin Kilbride

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Comparing Defeasible Argumentation and Non-Monotonic Fuzzy Reasoning Methods for a Computational Trust Problem with Wikipedia, Ryan Kirwan

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Forecasting Anomalous Events And Performance Correlation Analysis In Event Data, Sonya Leech [Thesis]

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Hierarchical Cluster Analysis: A New Type of Ranking Criteria Based on ARWU Ranking Data, Zhengshuo Li

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Augmenting American Fuzzy Lop to Increase the Speed of Bug Detection, Raviraj Mahajan

Unsupervised Early Detection of Fake News Articles Using Clustering Techniques, James McCarthy

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Enhancing Partially Labelled Data: Self Learning and Word Vectors in Natural Language Processing, Eamon McEntee

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Multi-Sensory Deep Learning Architectures for Slam Dunk Scene Classification, Paul Minogue

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Comparing Procedural Content Generation Algorithms for Creating Levels in Video Games, Zina Monaghan

Automated Machine Learning: Predicting Customer Churn for an Online Streaming Service, Stephen Naughton