A New Genetic Programming Representation for Feature Learning in Skin Cancer Detection

Created by W.Langdon from gp-bibliography.bib Revision:1.7642

@InProceedings{ain:2023:GECCOcomp,

• author = "Qurrat Ul Ain and Harith Al-Sahaf and Bing Xue and Mengjie Zhang",
• title = "A New Genetic Programming Representation for Feature Learning in Skin Cancer Detection",
• booktitle = "Proceedings of the 2023 Genetic and Evolutionary Computation Conference",
• year = "2023",
• editor = "Sara Silva and Luis Paquete and Leonardo Vanneschi and Nuno Lourenco and Ales Zamuda and Ahmed Kheiri and Arnaud Liefooghe and Bing Xue and Ying Bi and Nelishia Pillay and Irene Moser and Arthur Guijt and Jessica Catarino and Pablo Garcia-Sanchez and Leonardo Trujillo and Carla Silva and Nadarajen Veerapen",
• pages = "707--710",
• address = "Lisbon, Portugal",
• series = "GECCO '23",
• month = "15-19 " # jul,
• organisation = "SIGEVO",
• publisher = "Association for Computing Machinery",
• publisher_address = "New York, NY, USA",
• keywords = "genetic algorithms, genetic programming, feature learning, feature extraction, melanoma detection, image classification: Poster",
• isbn13 = "9798400701191",
• DOI = "doi:10.1145/3583133.3590550",
• size = "4 pages",
• abstract = "The process of automatically extracting informative high-level features from skin cancer images is enhanced by integrating well-developed feature descriptors into learning algorithms. This paper develops a new genetic programming-based feature learning approach to automatically select and combine six well-developed descriptors to extract high-level features for skin cancer image classification. The new approach can automatically learn various global features for image classification. The experimental results show that the new approach achieves significantly better classification performance than the baseline approach and six commonly used feature descriptors on two real-world skin image datasets.",
• notes = "GECCO-2023 A Recombination of the 32nd International Conference on Genetic Algorithms (ICGA) and the 28th Annual Genetic Programming Conference (GP)",

}

Genetic Programming entries for Qurrat Ul Ain Harith Al-Sahaf Bing Xue Mengjie Zhang

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