Automatic feature extraction and image classification using genetic programming. - Harith Al-Sahaf; Kourosh Neshatian; Mengjie Zhang 001 (ICARA, 2011)

Extracting image features for classification by two-tier genetic programming. - Harith Al-Sahaf; Andy Song; Kourosh Neshatian; Mengjie Zhang 001 (IEEE Congress on Evolutionary Computation, 2012)

Two-Tier genetic programming: towards raw pixel-based image classification. - Harith Al-Sahaf; Andy Song; Kourosh Neshatian; Mengjie Zhang 001 (Expert Syst. Appl., 2012)

A One-Shot Learning Approach to Image Classification Using Genetic Programming. - Harith Al-Sahaf; Mengjie Zhang 001; Mark Johnston (Australasian Conference on Artificial Intelligence, 2013)

Hybridisation of Genetic Programming and Nearest Neighbour for classification. - Harith Al-Sahaf; Andy Song; Mengjie Zhang 001 (IEEE Congress on Evolutionary Computation, 2013)

Binary image classification using genetic programming based on local binary patterns. - Harith Al-Sahaf; Mengjie Zhang 001; Mark Johnston (IVCNZ, 2013)

Genetic Programming Evolved Filters from a Small Number of Instances for Multiclass Texture Classification. - Harith Al-Sahaf; Mengjie Zhang 001; Mark Johnston (IVCNZ, 2014)

Genetic Programming for Multiclass Texture Classification Using a Small Number of Instances. - Harith Al-Sahaf; Mengjie Zhang 001; Mark Johnston (SEAL, 2014)

Image descriptor: A genetic programming approach to multiclass texture classification. - Harith Al-Sahaf; Mengjie Zhang 001; Mark Johnston; Brijesh K. Verma (CEC, 2015)

Genetic Programming for algae detection in river images. - Andrew Lensen; Harith Al-Sahaf; Mengjie Zhang 001; Brijesh K. Verma (CEC, 2015)

Evolutionary Image Descriptor: A Dynamic Genetic Programming Representation for Feature Extraction. - Harith Al-Sahaf; Mengjie Zhang 001; Mark Johnston (GECCO, 2015)

A hybrid Genetic Programming approach to feature detection and image classification. - Andrew Lensen; Harith Al-Sahaf; Mengjie Zhang 001; Bing Xue 001 (IVCNZ, 2015)

Genetic Programming for Region Detection, Feature Extraction, Feature Construction and Classification in Image Data. - Andrew Lensen; Harith Al-Sahaf; Mengjie Zhang 001; Bing Xue 001 (EuroGP, 2016)

Binary Image Classification: A Genetic Programming Approach to the Problem of Limited Training Instances. - Harith Al-Sahaf; Mengjie Zhang 001; Mark Johnston (Evol. Comput., 2016)

Genetic programming for skin cancer detection in dermoscopic images. - Qurrat Ul Ain; Bing Xue 001; Harith Al-Sahaf; Mengjie Zhang 001 (CEC, 2017)

Common subtrees in related problems: A novel transfer learning approach for genetic programming. - Damien O'Neill; Harith Al-Sahaf; Bing Xue 001; Mengjie Zhang 001 (CEC, 2017)

Evolving texture image descriptors using a multitree genetic programming representation. - Harith Al-Sahaf; Bing Xue 001; Mengjie Zhang 001 (GECCO (Companion), 2017)

A Multitree Genetic Programming Representation for Automatically Evolving Texture Image Descriptors. - Harith Al-Sahaf; Bing Xue 001; Mengjie Zhang 001 (SEAL, 2017)

A supervised feature weighting method for salient object detection using particle swarm optimization. - Shima Afzali; Bing Xue 001; Harith Al-Sahaf; Mengjie Zhang 001 (SSCI, 2017)

Automatically Evolving Rotation-Invariant Texture Image Descriptors by Genetic Programming. - Harith Al-Sahaf; Ausama Al-Sahaf; Bing Xue 001; Mark Johnston; Mengjie Zhang 001 (IEEE Trans. Evol. Comput., 2017)

Keypoints Detection and Feature Extraction: A Dynamic Genetic Programming Approach for Evolving Rotation-Invariant Texture Image Descriptors. - Harith Al-Sahaf; Mengjie Zhang 001; Ausama Al-Sahaf; Mark Johnston (IEEE Trans. Evol. Comput., 2017)

Cross-Domain Reuse of Extracted Knowledge in Genetic Programming for Image Classification. - Muhammad Iqbal 001; Bing Xue 001; Harith Al-Sahaf; Mengjie Zhang 001 (IEEE Trans. Evol. Comput., 2017)

Genetic Programming for Automatically Synthesising Robust Image Descriptors with A Small Number of Instances. - Harith Al-Sahaf (2017)

A Genetic Programming Approach for Constructing Foreground and Background Saliency Features for Salient Object Detection. - Shima Afzali; Harith Al-Sahaf; Bing Xue 001; Christopher Hollitt; Mengjie Zhang 001 (Australasian Conference on Artificial Intelligence, 2018)

A Multi-tree Genetic Programming Representation for Melanoma Detection Using Local and Global Features. - Qurrat Ul Ain; Harith Al-Sahaf; Bing Xue 001; Mengjie Zhang 001 (Australasian Conference on Artificial Intelligence, 2018)

Evolutionary Deep Learning: A Genetic Programming Approach to Image Classification. - Benjamin P. Evans; Harith Al-Sahaf; Bing Xue 001; Mengjie Zhang 001 (CEC, 2018)

Foreground and Background Feature Fusion Using a Convex Hull Based Center Prior for Salient Object Detection. - Shima Afzali; Harith Al-Sahaf; Bing Xue 001; Christopher Hollitt; Mengjie Zhang 001 (IVCNZ, 2018)

A Comparison of RGB and HSV Colour Spaces for Visual Attention Models. - Aisha Ajmal; Christopher Hollitt; Marcus Frean; Harith Al-Sahaf (IVCNZ, 2018)

Genetic Programming for Feature Selection and Feature Construction in Skin Cancer Image Classification. - Qurrat Ul Ain; Bing Xue 001; Harith Al-Sahaf; Mengjie Zhang 001 (PRICAI (1), 2018)

Genetic Programming with Pareto Local Search for Many-Objective Job Shop Scheduling. - Atiya Masood; Gang Chen 002; Yi Mei 001; Harith Al-Sahaf; Mengjie Zhang 001 (Australasian Conference on Artificial Intelligence, 2019)

Multi-tree Genetic Programming with A New Fitness Function for Melanoma Detection. - Qurrat Ul Ain; Bing Xue 001; Harith Al-Sahaf; Mengjie Zhang 001 (CEC, 2019)

Genetic Programming for Feature Selection and Feature Combination in Salient Object Detection. - Shima Afzali; Harith Al-Sahaf; Bing Xue 001; Christopher Hollitt; Mengjie Zhang 001 (EvoApplications, 2019)

A genetic programming approach to feature selection and construction for ransomware, phishing and spam detection. - Harith Al-Sahaf; Ian Welch (GECCO (Companion), 2019)

Transfer learning: a building block selection mechanism in genetic programming for symbolic regression. - Brandon Muller; Harith Al-Sahaf; Bing Xue 001; Mengjie Zhang 001 (GECCO (Companion), 2019)

Genetic Programming for Multiple Feature Construction in Skin Cancer Image Classification. - Qurrat Ul Ain; Bing Xue 001; Harith Al-Sahaf; Mengjie Zhang 001 (IVCNZ, 2019)

Modelling and Prediction of Resource Utilization of Hadoop Clusters: A Machine Learning Approach. - Hassan Tariq 001; Harith Al-Sahaf; Ian Welch (UCC, 2019)

Genetic Programming and Gradient Descent: A Memetic Approach to Binary Image Classification. - Benjamin Patrick Evans; Harith Al-Sahaf; Bing Xue 001; Mengjie Zhang 001 (CoRR, 2019)

Genetic programming with transfer learning for texture image classification. - Muhammad Iqbal 001; Harith Al-Sahaf; Bing Xue 001; Mengjie Zhang 001 (Soft Comput., 2019)

A Fitness-based Selection Method for Pareto Local Search for Many-Objective Job Shop Scheduling. - Atiya Masood; Gang Chen 002; Yi Mei 001; Harith Al-Sahaf; Mengjie Zhang 001 (CEC, 2020)

Particle Swarm Optimization: A Wrapper-Based Feature Selection Method for Ransomware Detection and Classification. - Muhammad Shabbir Abbasi; Harith Al-Sahaf; Ian Welch (EvoApplications, 2020)

A genetic programming approach to feature construction for ensemble learning in skin cancer detection. - Qurrat Ul Ain; Harith Al-Sahaf; Bing Xue 001; Mengjie Zhang 001 (GECCO, 2020)

Salient Motion Features for Visual Attention Models. - Aisha Ajmal; Harith Al-Sahaf; Christopher Hollitt (IVCNZ, 2020)

IoT Attacks: Features Identification and Clustering. - Junaid Haseeb; Masood Mansoori; Harith Al-Sahaf; Ian Welch (TrustCom, 2020)

Special Issue on Evolutionary Computer Vision, Image Processing and Pattern Recognition. - Stefano Cagnoni; Harith Al-Sahaf; Yanan Sun 001; Bing Xue 001; Mengjie Zhang 001 (Appl. Soft Comput., 2020)

Automated Behavior-based Malice Scoring of Ransomware Using Genetic Programming. - Muhammad Shabbir Abbasi; Harith Al-Sahaf; Ian Welch (SSCI, 2021)

A Survey on Threat Situation Awareness Systems: Framework, Techniques, and Insights. - Hooman Alavizadeh; Julian Jang-Jaccard; Simon Yusuf Enoch; Harith Al-Sahaf; Ian Welch; Seyit Ahmet Çamtepe; Dong Seong Kim 001 (CoRR, 2021)

Automatically Evolving Texture Image Descriptors Using the Multitree Representation in Genetic Programming Using Few Instances. - Harith Al-Sahaf; Ausama Al-Sahaf; Bing Xue 001; Mengjie Zhang 001 (Evol. Comput., 2021)

An automatic feature construction method for salient object detection: A genetic programming approach. - Shima Afzali Vahed Moghaddam; Harith Al-Sahaf; Bing Xue 001; Christopher Hollitt; Mengjie Zhang 001 (Expert Syst. Appl., 2021)

Generating Knowledge-Guided Discriminative Features Using Genetic Programming for Melanoma Detection. - Qurrat Ul Ain; Harith Al-Sahaf; Bing Xue 001; Mengjie Zhang 001 (IEEE Trans. Emerg. Top. Comput. Intell., 2021)

Genetic Programming Hyper-heuristic with Gaussian Process-based Reference Point Adaption for Many-Objective Job Shop Scheduling. - Atiya Masood; Gang Chen 002; Yi Mei 001; Harith Al-Sahaf; Mengjie Zhang 001 (CEC, 2022)

Automatically evolving malice scoring models through utilisation of genetic programming: a cooperative coevolution approach. - Taran Cyriac John; Muhammad Shabbir Abbasi; Harith Al-Sahaf; Ian Welch (GECCO Companion, 2022)

A Genetic Programming Approach to Automatically Construct Informative Attributes for Mammographic Density Classification. - Qurrat Ul Ain; Bing Xue 001; Harith Al-Sahaf; Mengjie Zhang 001 (ICDM (Workshops), 2022)

Advanced Persistent Threat Detection: A Particle Swarm Optimization Approach. - Abdullah Al Mamun; Harith Al-Sahaf; Ian Welch; Seyit Camtepe (ITNAC, 2022)

Behavior-based ransomware classification: A particle swarm optimization wrapper-based approach for feature selection. - Muhammad Shabbir Abbasi; Harith Al-Sahaf; Masood Mansoori; Ian Welch (Appl. Soft Comput., 2022)

A few-shot meta-learning based siamese neural network using entropy features for ransomware classification. - Jinting Zhu; Julian Jang-Jaccard; Amardeep Singh; Ian Welch; Harith Al-Sahaf; Seyit Camtepe (Comput. Secur., 2022)

A Ransomware Triage Approach using a Task Memory based on Meta-Transfer Learning Framework. - Jinting Zhu; Julian Jang-Jaccard; Ian Welch; Harith Al-Sahaf; Seyit Camtepe (CoRR, 2022)

Genetic programming for automatic skin cancer image classification. - Qurrat Ul Ain; Harith Al-Sahaf; Bing Xue 001; Mengjie Zhang 001 (Expert Syst. Appl., 2022)

Autoencoder-based feature construction for IoT attacks clustering. - Junaid Haseeb; Masood Mansoori; Yuichi Hirose; Harith Al-Sahaf; Ian Welch (Future Gener. Comput. Syst., 2022)

Genetic Programming with Adaptive Reference Points for Pareto Local Search in Many-Objective Job Shop Scheduling. - Atiya Masood; Gang Chen 002; Yi Mei 001; Harith Al-Sahaf; Mengjie Zhang 001 (AI (2), 2023)

Skin Cancer Detection with Multimodal Data: A Feature Selection Approach Using Genetic Programming. - Qurrat Ul Ain; Bing Xue 001; Harith Al-Sahaf; Mengjie Zhang 001 (AusDM, 2023)

A New Genetic Programming Representation for Feature Learning in Skin Cancer Detection. - Qurrat Ul Ain; Harith Al-Sahaf; Bing Xue 001; Mengjie Zhang 001 (GECCO Companion, 2023)

A Survey on Cyber Situation-awareness Systems: Framework, Techniques, and Insights. - Hooman Alavizadeh; Julian Jang-Jaccard; Simon Yusuf Enoch; Harith Al-Sahaf; Ian Welch; Seyit Ahmet Çamtepe; Dan Dongseong Kim (ACM Comput. Surv., 2023)

Automatically Diagnosing Skin Cancers From Multimodality Images Using Two-Stage Genetic Programming. - Qurrat Ul Ain; Harith Al-Sahaf; Bing Xue 001; Mengjie Zhang 001 (IEEE Trans. Cybern., 2023)

Evolving malice scoring models for ransomware detection: An automated approach by utilising genetic programming and cooperative coevolution. - Taran Cyriac John; Muhammad Shabbir Abbasi; Harith Al-Sahaf; Ian Welch; Julian Jang-Jaccard (Comput. Secur., 2023)

Exploring Genetic Programming Models in Computer-Aided Diagnosis of Skin Cancer Images. - Qurrat Ul Ain; Harith Al-Sahaf; Bing Xue 001; Mengjie Zhang 001 (CEC, 2024)

Evolving Feature Extraction Models for Melanoma Detection: A Co-operative Co-evolution Approach. - Taran Cyriac John; Qurrat Ul Ain; Harith Al-Sahaf; Mengjie Zhang 001 (EvoApplications@EvoStar, 2024)

Feature Extraction with Automated Scale Selection in Skin Cancer Image Classification: A Genetic Programming Approach. - Qurrat Ul Ain; Harith Al-Sahaf; Bing Xue 001; Mengjie Zhang 001 (GECCO, 2024)

Limitations of Advanced Persistent Threat Datasets: Insights for Cybersecurity Research. - Abdullah Al Mamun; Harith Al-Sahaf; Ian Welch; Marinho Barcellos; Seyit Camtepe (ITNAC, 2024)

Towards Clinically Oriented Feature Detection for Melanoma: A Deep Learning Approach. - Taran Cyriac John; Qurrat Ul Ain; Harith Al-Sahaf; Mengjie Zhang 001 (IVCNZ, 2024)

Detection of advanced persistent threat: A genetic programming approach. - Abdullah Al Mamun; Harith Al-Sahaf; Ian Welch; Masood Mansoori; Seyit Camtepe (Appl. Soft Comput., 2024)

Relation-aware based Siamese Denoising Autoencoder for Malware Few-shot Classification. - Jinting Zhu; Julian Jang-Jaccard; Ian Welch; Harith Al-Sahaf; Seyit Camtepe; Aeryn Dunmore; Cybersecurity Lab (CoRR, 2024)

Evolutionary deep learning for computer vision and image processing. - Harith Al-Sahaf; Pablo Mesejo; Ying Bi; Mengjie Zhang 001 (Appl. Soft Comput., 2024)

Automatically Evolving Interpretable Feature Vectors Using Genetic Programming for an Ensemble Classifier in Skin Cancer Detection. - Qurrat Ul Ain; Harith Al-Sahaf; Bing Xue 001; Mengjie Zhang 001 (IEEE Comput. Intell. Mag., 2024)

Genetic Programming with Co-operative Co-evolution for Feature Manipulation in Basal Cell Carcinoma Identification. - Taran Cyriac John; Qurrat Ul Ain; Harith Al-Sahaf; Mengjie Zhang 001 (EvoApplications (2), 2025)

Genetic programming for enhanced detection of Advanced Persistent Threats through feature construction. - Abdullah Al Mamun; Harith Al-Sahaf; Ian Welch; Seyit Camtepe (Comput. Secur., 2025)