A New Genetic Programming Representation for Feature Learning in Skin Cancer Detection
Created by W.Langdon from
gp-bibliography.bib Revision:1.8081
- @InProceedings{ain:2023:GECCOcomp,
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author = "Qurrat Ul Ain and Harith Al-Sahaf and Bing Xue and
Mengjie Zhang",
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title = "A New Genetic Programming Representation for Feature
Learning in Skin Cancer Detection",
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booktitle = "Proceedings of the 2023 Genetic and Evolutionary
Computation Conference",
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year = "2023",
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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",
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pages = "707--710",
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address = "Lisbon, Portugal",
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series = "GECCO '23",
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month = "15-19 " # jul,
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organisation = "SIGEVO",
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publisher = "Association for Computing Machinery",
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publisher_address = "New York, NY, USA",
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keywords = "genetic algorithms, genetic programming, feature
learning, feature extraction, melanoma detection, image
classification: Poster",
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isbn13 = "9798400701191",
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DOI = "doi:10.1145/3583133.3590550",
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size = "4 pages",
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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.",
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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
Citations