Qurrat Ul Ain

Qurrat Ul Ain profile picture

Student
School of Engineering and Computer Science

Thesis Info

Research Interests: Artificial Intelligence, Machine Learning, Feature Selection, Feature Extraction, Genetic Programming, Ensemble Learning, Transfer Learning, Skin Cancer Detection, Image Classification
Thesis Title: Genetic Programming based Feature Manipulation for Skin Cancer Image Classification
Supervisor: Prof Bing Xue, Dr Harith Al-Sahaf, Prof Mengjie Zhang

 

Publications

Taran Cyriac John, Qurrat Ul Ain, Harith Al-Sahaf, and Mengjie Zhang. "Evolving Feature Extraction Models for Melanoma Detection: A Co-operative Co-evolution Approach". In International Conference on the Applications of Evolutionary Computation (Part of EvoStar), pp. 413-429. Cham: Springer Nature Switzerland, 2024. Best Paper Award

Qurrat Ul Ain, Harith Al-Sahaf, Bing Xue, and Mengjie Zhang.“Skin Cancer Detection with Multimodal Data: A Feature Selection Approach Using Genetic Programming”. In Australasian Conference on Data Science and Machine Learning (AusDM), 2023. DOI: 10.1007/978-981-99-8696-5_18

Qurrat Ul Ain, Harith Al-Sahaf, Bing Xue, and Mengjie Zhang.“A New Genetic Programming Representation for Feature Learning in Skin Cancer Detection”. Proceedings of the Companion Conference on Genetic and Evolutionary Computation (GECCO), 2023. DOI: 10.1145/3583133.3590550

Qurrat Ul Ain, Harith Al-Sahaf, Bing Xue, and Mengjie Zhang.“A Genetic Programming Approach to Automatically Construct Informative Attributes for Mammographic Density Classification”. In IEEE International Conference on Data Mining Workshops (ICDMW), 2022. DOI: 10.1109/ICDMW58026.2022.00057

Qurrat Ul Ain, Harith Al-Sahaf, Bing Xue, and Mengjie Zhang.“Automatically Diagnosing Skin Cancers From Multimodality Images Using Two-Stage Genetic Programming”. In IEEE Transactions on Cybernetics (TCYB), 2022. DOI: 10.1109/TCYB.2022.3182474

Qurrat Ul Ain, Harith Al-Sahaf, Bing Xue, and Mengjie Zhang. "Genetic Programming for Automatic Skin Cancer Image Classification”. Expert Systems with Applications (ESWA). DOI: 10.1016/j.eswa.2022.116680

Qurrat Ul Ain, Harith Al-Sahaf, Bing Xue, and Mengjie Zhang. "A Genetic Programming Approach to Feature Construction for Ensemble Learning in Skin Cancer Detection". Proceedings of The Genetic and Evolutionary Computation Conference (GECCO ’20). Association for Computing Machinery Press. Cancun, Mexico, 8-12 July 2020. pp. 1186–1194. DOI: 10.1145/3377930.3390228

Qurrat Ul Ain, Harith Al-Sahaf, Bing Xue, and Mengjie Zhang. "Generating Knowledge-guided Discriminative Features Using Genetic Programming for Melanoma Detection". IEEE Transactions on Emerging Topics in Computational Intelligence (TETCI). DOI: 10.1109/TETCI.2020.2983426

Qurrat Ul Ain , Bing Xue, Harith Al-Sahaf, and Mengjie Zhang. "Genetic Programming for Multiple Feature Construction in Skin Cancer Image Classification". Proceedings of 2019 the 31st International Conference on Image and Vision Computing New Zealand (IVCNZ 2019). Dunedin, New Zealand, 2-4 Dec 2019. pp. 1-6. IEEE, 2019.

Qurrat Ul Ain, Bing Xue, Harith Al-Sahaf, and Mengjie Zhang. "Multi-tree Genetic Programming with A New Fitness Function for Melanoma Detection". Proceedings of 2019 IEEE Congress on Evolutionary Computation (CEC 2019). Wellington, New Zealand, 10-13 June 2019. pp. 880-887. IEEE, 2019.

Qurrat Ul Ain, Harith Al-Sahaf, Bing Xue, Mengjie Zhang. "A Multi-tree Genetic Programming Representation for Melanoma Detection Using Local and Global Features". Proceedings of the 31st Australasian Joint Conference on Artificial Intelligence (AI 2018), Lecture Notes in Computer Science. Vol. 11320. Springer. Wellington, New Zealand, December 11-14, 2018. pp. 111-123. Springer, 2018.

Qurrat Ul Ain, Bing Xue; Harith Al-Sahaf; and Mengjie Zhang. "Genetic Programming for Feature Selection and Feature Construction in Skin Cancer Image Classification". In Proceedings of the 15th Pacific Rim International Conference on Artificial Intelligence (PRICAI 2018), volume 11012, of Lecture Notes in Computer Science, Nanjing, China, 28-31 August 2018, pages 732–745. Springer, 2018.

Qurrat Ul Ain, Bing Xue, Harith Al-Sahaf, and Mengjie Zhang. "Genetic Programming For Skin Cancer Detection in Dermoscopic Images". Proceedings of 2017 IEEE Congress on Evolutionary Computation (CEC 2017). Donostia - San Sebastian, Spain, 5-8 June, 2017. pp.2420-2427. IEEE, 2017.