RGU Computing Researcher Contributions

Main Site: https://rgu-repository.worktribe.com/orgunit/71759/school-of-computing

• Artificial Intelligence & Reasoning
  • Publications with Reproducible Code
  • Open Applications
  • Frameworks and Libraries
  • Datasets
  • Other Tools and Utilities
• Interactive Machine Vision
  • Publications with Reproducible Code
  • Datasets
• Cyber Security
  • Publications with Reproducible Code

Artificial Intelligence & Reasoning

More info: https://rgu-repository.worktribe.com/tag/1437329/artificial-intelligence-reasoning-air

Publications with Reproducible Code

Publication Title	Publication URL	Source Code	Maintained By
Clood CBR: towards microservices oriented case-based reasoning	Paper, Video	Code	Dr Ikechukwu Nkisi-Orji and Chamath Palihawadana
Human activity recognition with deep metric learners	Paper	Code	Dr Anjana Wijekoon
WEC: Weighted Ensemble of Text Classifiers	Paper	Code	Dr Ashish Upadhyay
Case-Based Approach to Automated Natural Language Generation for Obituaries	Paper	Code	Dr Ashish Upadhyay
Heterogeneous Multi-modal Hybrid Attention Fusion for Exercise Recognition	Paper	Code	Dr Anjana Wijekoon
Personalised Meta-Learning for Human Activity Recognition with Few-Data	Paper	Code	Dr Anjana Wijekoon
Learning to Recognise Exercises in the Self-Management of Low Back Pain	Paper	Code	Dr Anjana Wijekoon
Ontology Alignment Based on Word Embedding and Random Forest Classification	Paper	Code	Dr Ikechukwu Nkisi-Orji
A knowledge-light approach to personalised and open-ended human activity recognition	Paper	Code	Dr Anjana Wijekoon
A Case-Based Approach to Data-to-Text Generation	Paper	Code	Dr Ashish Upadhyay
Motion Detection using CSI from Raspberry Pi 4	Paper	Code	Dr Glenn Forbes
Towards feasible counterfactual explanations: a taxonomy guided template-based NLG method	Paper	Code	Pedram Salimi
AGREE: A Feature Attribution Aggregation Framework to Address Explainer Disagreements with Alignment Metrics	Paper	Code	Craig Pirie
Counterfactual Consensus: How Meta-counterfactuals Can Mitigate the Disagreement Problem in XAI	Paper Under Review	Code	Craig Pirie
Clinical Dialogue Transcription Error Correction Using Seq2Seq Models	Paper	Code	Gayani Nanayakkara
FedSim: Similarity Guided Model Aggregation for Federated Learning	Paper	Code	Chamath Palihawadana
pFGD: Mitigating Gradient Inversion Attacks in Federated Learning with Frequency Transformation	Paper	Code	Chamath Palihawadana
A Zero-Shot Monolingual Dual Stage Information Retrieval System for Spanish Biomedical Systematic Literature Reviews	Paper	Code	Regina Ofori-Boateng
Enhancing Abstract Screening Classification in Evidence-Based Medicine: Incorporating Domain Knowledge into Pre-trained Models	Paper	Code	Regina Ofori-Boateng

Open Applications

Name	Application URL	Source Code	Maintained By
Unimate: is a digital intervention (app) aimed at enhancing students educational experience and wellbeing	www.unimate.app	Code	Chamath Palihawadana
FitChat: Conversational Artificial Intelligence Interventions for Encouraging Physical Activity in Older Adults	Website Paper	Code	Dr Anjana Wijekoon

Frameworks and Libraries

Name	Type	Source Code	Maintained By
Clood CBR	Framework for Case Based Reasoning using cloud microservices	Code Demo Video	Dr Ikechukwu Nkisi-Orji and Chamath Palihawadana
CSIKit	Framework for parsing, processing, and visualising CSI data	Code	Dr Glenn Forbes
Traxivity: is a module which features step counting and its analytics in order to help users maintain physical activity	React Native Library (mobile)	Code	Chamath Palihawadana

Datasets

Name	Dataset URL	Source Code or Paper	Maintained By
MEx: Heterogeneous Multi-modal Physiotherapy Exercises Dataset	Dataset	Code	Dr Anjana Wijekoon
selfBACK Data Set	Dataset	Paper	Prof Nirmalie Wiratunga and Dr Anjana Wijekoon
WiFi-based Human Activity Recognition Dataset	Dataset	Paper	Dr Glenn Forbes
Fed-Goodreads	Dataset	Paper	Chamath Palihawadana
Fed-MEx	Dataset	Paper	Chamath Palihawadana

Other Tools and Utilities

Name	Source Code	Maintained By
Various NLP tasks using Huggingface and Flask	Code	Dr Ashish Upadhyay
Helper methods to support TensorFlow Federated functionalities	Code	Chamath Palihawadana
Boolean Search Engine using Python and Flask	Code	Dr Ashish Upadhyay
Introduction to Word Embeddings	Code	Dr Ashish Upadhyay

Interactive Machine Vision

More info: https://rgu-repository.worktribe.com/tag/1437341/interactive-machine-vision

Publications with Reproducible Code

Publication Title	Publication URL	Source Code	Maintained By
A genetic algorithm approach to optimising random forests applied to class engineered data	Paper	Code	Prof Eyad Elyan
CDSMOTE: class decomposition and synthetic minority class oversampling technique for imbalanced-data classification	Paper	Code	Dr Carlos Moreno-García
Deep learning for symbols detection and classification in engineering drawings	Paper	Code	Prof Eyad Elyan
Neighbourhood-based undersampling approach for handling imbalanced and overlapped data	Paper	Code	Dr Pattaramon Vuttipittayamongkol
MFC-GAN: Class-imbalanced dataset classification using Multiple Fake Class Generative Adversarial Network	Paper	Code	Prof Eyad Elyan
Improved Overlap-based Undersampling for Imbalanced Dataset Classification with Application to Epilepsy and Parkinson’s Disease	Paper	Code	Dr Pattaramon Vuttipittayamongkol
Improved Overlap-based Undersampling for Imbalanced Dataset Classification with Application to Epilepsy and Parkinson’s Disease	Paper	Code	Dr Pattaramon Vuttipittayamongkol
Class-Decomposition and Augmentation for Imbalanced Data Sentiment Analysis	Paper	Code	Dr Carlos Moreno-García
Tremor Reduction for Accessible Ray Based Interaction in VR	Paper Under Review	Code	Dr Corrie Green
Modular 3D Interface Design for Accessible VR Applications	Paper	Code	Dr Corrie Green
Augmenting Heritage using AR	Paper Under Review	Code	Dr Corrie Green
An Accessible Toolkit for 360 VR Studies	Paper	Code	Dr Corrie Green
A Multiclass Imbalanced Dataset Classification of Symbols from Piping and Instrumentation Diagrams	Paper Accepted in ICDAR 2024	Code	Dr Carlos Moreno-García
Zero-Shot Learning for Abstract Classification in Systematic Reviews	Paper	Code	Dr Carlos Moreno-García

Datasets

Name	Dataset URL	Source Code or Paper	Maintained By
Symbols in Engineering Drawings (SiED): An Imbalanced Dataset Benchmarked by Convolutional Neural Networks	Data and Code	Paper	Dr Carlos Moreno-García
CARDIAC Images for 4-Chamber Heart Ultrasound Segmentation	Dataset	Paper	Dr Carlos Moreno-García

Cyber Security

More info: https://cybersec-soc-rgu.github.io/

Publications with Reproducible Code

Publication Title	Publication URL	Source Code	Maintained By
Naive Bayes: Applications, Variations and Vulnerabilities	Paper	Code	Dr Harsha Kalutarage
Beyond Vanilla: Improved Autoencoder-based Ensemble In-vehicle Intrusion Detection System	Paper	Code	Sampath Rajapaksha
Labelled Vulnerability Dataset on Android Source Code (LVDAndro)	Paper	Code	Janaka Senanayake
Android Code Vulnerabilities Early Detection (ACVED)	Paper	Code	Janaka Senanayake
Real-time Detection of Vulnerable Android Source Code through Federated Neural Network with XAI (FedREVAN)	Paper	Code	Janaka Senanayake
MADONNA: Browser-Based MAlicious Domain Detection through Optimized Neural Network with Feature Analysis (MADONNA)	Paper	Code	Janaka Senanayake
Defendroid: Real-time Android code vulnerability detection via blockchain federated neural network with XAI	Paper	Code	Janaka Senanayake