AICS 2024

Table of Contents

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• Tangentially Aligned Integrated Gradients for User-Friendly Explanations 1-12 PDF
  Lachlan Simpson, Federico Costanza, Kyle Millar, Adriel Cheng, Cheng-Chew Lim, Hong Gunn Chew
• Towards Understanding Deep Representations in CNN: from Concepts to Relations Extraction via Knowledge Graphs 13-25 PDF
  Eric Ferreira dos Santos, Alessandra Mileo
• A Global Post Hoc XAI Method For Interpreting LSTM Using Deterministic Finite State Automata 26-38 PDF
  Gargi Gupta, Luca Longo, M. Atif Qureshi
• An Explainable Genetic Programming Approach to Safely Predict Cyberbullying Occurrence in Ireland 39-50 PDF
  Aidan Murphy, Mahsa Mahdinejad, Saeed Ahmad Syed, Joe Kenny, Anthony Ventresque
• Exploring the Potential of Bilevel Optimization for Calibrating Neural Networks 51-63 PDF
  Gabriele Sanguin, Arjun Pakrashi, Marco Viola, Francesco Rinaldi
• Data Poisoning Attacks in the Training Phase of Machine Learning Models: A Review 64-75 PDF
  Mugdha Srivastava, Abhishek Kaushik, Róisín Loughran, Kevin Mc Daid
• Extending TWIG: Zero-Shot Predictive Hyperparameter Selection for KGEs based on Graph Structure 76-88 PDF
  Jeffrey Sardina, John Kelleher, Declan O'Sullivan
• An Investigation into the Application of Anomaly Detection and the Meijering Filter in the eKYC Process to Detect Recaptured Identity Documents 89-101 PDF
  John Magee, Stephen Sheridan, Christina Thorpe
• Handling Class Imbalance via Counterfactual Generation in Medical Datasets 102-113 PDF
  Asifa Qureshi, Abhishek Kaushik, Gilbert Regan, Kevin Mc Daid, Fergal Mc Caffery
• Exploring Chronic Disease Trends among Adults in the USA: A Statistical Analysis with Visual Insights 114-126 PDF
  Vuong Ngo, Geetika Sood, Fionnuala Donohue, Patricia Kearney, Jennifier Pallin, Mark Roantree
• Automatic Speech Recognition Models for Pathological Speech: Challenges and Insights 127-137 PDF
  Kesego Mokgosi, Cathy Ennis, Robert Ross
• How do Employees Engage Within an Online Wellbeing Platform? Insights From Association Rule Mining Analysis 138-150 PDF
  Gillian Cameron, Maurice Mulvenna, Raymond Bond, Edel Ennis, Siobhan O'Neill, David Cameron, Alex Bunting
• On the Benefits of Bluntness in Virtual Characters for Motivational Interviews 151-163 PDF
  Michael O'Mahony, Cathy Ennis, Robert Ross
• AICat: An AI Cataloguing Approach to Support the EU AI Act 164-176 PDF
  Delaram Golpayegani, Harshvardhan J. Pandit, Dave Lewis
• Modeling Implicit Attitudes with Natural Language Data: A Comparison of Language Models 177-188 PDF
  Alexander Porshnev, Kevin Dirk Kiy, Diarmuid O'Donoghue, Manokamna Singh, Cai Wingfield, Dermot Lynott
• An Examination of Embedding Methods for Entity Comparison in Text-Rich Knowledge Graphs 189-201 PDF
  Huan Chen, Gareth Jones, Rob Brennan
• “An bhfuil Gaeilge agat?”: Differences in user interaction and assistant responses across languages of European origin in large-scale conversational datasets 202-214 PDF
  Aldan Creo
• Mapping Upper Secondary Computer Science Specifications Against UNESCO’s Framework of AI Learning Outcomes 215-227 PDF
  Joyce Mahon, Brian Mac Namee, Brett Becker
• NLP-Based Analysis of Annual Reports: Asset Volatility Prediction and Portfolio Strategy Application 228-240 PDF
  Xiao Li, Yang Xu, Linyi Yang, Yue Zhang, Ruihai Dong
• Multi-Objective Mixed Bus Fleet Charging Schedule Problem with Time-of-Use for real-world data-sets 241-253 PDF
  Padraigh Jarvis, Laura Climent, Alejandro Arbelaez
• Characterizing Multi-Source Data for Effective Urban Mobility Modelling: The Case of New York City 254-265 PDF
  Tonny Rutayisire, Jun Liu, Samuel Moore, Carlos Balsas
• The Impact of CLIP Encoders and CNN Architectures on Model Efficiency: A Case Study on Hate Speech Detection 266-278 PDF
  Christof Kälin, Ellen Rushe, Stefan Kull, Andrew McCarren
• Autonomous Satellite Health Monitoring using EIRSAT-1 Telemetry 279-289 PDF
  James Murphy, Muhammad Deedahwar Mazhar Qureshi, Jake O'Brien, Brian Mac Namee
• A Real-Time Prediction System for Restaurant Orders Using Time Series and Behavioural Analytics: A Conceptual Framework 290-300 PDF
  Amir Arzy, Fereshteh Khodaparast, Ruairi O'Reilly
• Identifying Subject Bias in WiFi-based Human Activity Recognition Evaluation Methods 301-313 PDF
  Amany Elkelany, Robert Ross, Susan Mckeever
• Investigating the Impact of Internal Inputs on Mmultisensory Integration: A ‎Study of External ‎Multisensory Inputs and Internal Arousal 314-322 PDF
  Zahra Azizi, Jason Chan, Tomas Ward, Annalisa Setti
• An Evaluation of Features Extracted from Facial Images in the Context of Accurate Age Estimation 323-335 PDF
  Malik Awais Khan, Aurelia Power, Peter Corcoran, Christina Thorpe
• Modelling Expected Threat in Gaelic Football using a Markov Chain Approach 336-347 PDF
  Ciaran Sheelan, Kevin McDaid, Jack McDonnell
• Mitigating Bias in Medical Datasets: A Comparative Analysis of Generative Adversarial Networks (GANs) Based Data Generation Techniques 348-360 PDF
  Mohamed Ashik Shahul Hameed, Asifa Qureshi, Abhishek Kaushik
• Back-filling Missing Data When Predicting Domestic Electricity Consumption From Smart Meter Data 361-373 PDF
  Xianjuan Chen, Shuxiang Cai, Alan Smeaton
• The Impact of Feature Quantity on Recommendation Algorithm Performance 374-383 PDF
  Lukas Wegmeth
• Neural Architecture Search for Crop Yield Prediction using Multimodal Data 384-396 PDF
  Heera Lal Khatri, Paul Greaney, Jade Lyons, Thomas Dowling
• Image Retrieval with Short Text Queries 397-407 PDF
  Ojas Rane, Brian Mac Namee, Conor Nugent
• Generative AI-Enabled Chatbot for Improving Students Understanding and Awareness of Academic Integrity Policies 408-420 PDF
  Claudio Gonzalez, Faithful Onwuegbuche
• k-Most-Influential Neighbours: Noise-Resistant kNN 421-433 PDF
  Matt Mallen, Derek Bridge
• AI-Informed Development for a Lactate Measurement Tool 434-446 PDF
  Cian Kiely, Nicola Rossberg, Shree Krishnamoorth, Andrea Visentin
• Street Navigation for Visual Impairment using CNN and Transformer Models 447-459 PDF
  Hasan Ali, Faithful Onwuegbuche
• Deep Learning Pipeline for Blood Cell Segmentation, Classification and Counting 460-472 PDF
  Abhijeet Rao, Kiang Wei Kho, Vitaliy Mykytiv, Andrea Visentin
• Datasheets for Healthcare AI: A Framework for Transparency and Bias Mitigation 473-485 PDF
  Marjia Siddik, Harshvardhan Pandit
• Machine Learning Physical Fatigue Estimation Approach Based on IMU and EMG Wearable Sensors 486-498 PDF
  Suraj Prasannan Nair, Marco Sica, Salvatore Tedesco, Andrea Visentin