Transductive Transfer Learning in Genetic Programming for Document Classification

Created by W.Langdon from gp-bibliography.bib Revision:1.7964

@InProceedings{conf/seal/FuXZG17,

• author = "Wenlong Fu and Bing Xue and Mengjie Zhang and Xiaoying Gao",
• title = "Transductive Transfer Learning in Genetic Programming for Document Classification",
• booktitle = "Proceedings of the 11th International Conference on Simulated Evolution and Learning, SEAL 2017",
• year = "2017",
• editor = "Yuhui Shi and Kay Chen Tan and Mengjie Zhang and Ke Tang and Xiaodong Li and Qingfu Zhang and Ying Tan and Martin Middendorf and Yaochu Jin",
• volume = "10593",
• series = "Lecture Notes in Computer Science",
• pages = "556--568",
• address = "Shenzhen, China",
• month = nov # " 10-13",
• publisher = "Springer",
• keywords = "genetic algorithms, genetic programming, Document classification, Transfer learning, Text classification",
• bibdate = "2017-11-03",
• bibsource = "DBLP, http://dblp.uni-trier.de/db/conf/seal/seal2017.html#FuXZG17",
• isbn13 = "978-3-319-68758-2",
• DOI = "doi:10.1007/978-3-319-68759-9_45",
• abstract = "Document classification tasks generally have sparse and high dimensional features. It is important to effectively extract features. In document classification tasks, there are some similarities existing in different categories or different datasets. It is possible that one document classification task does not have labelled training data. In order to obtain effective classifiers on this specific task, this paper proposes a Genetic Programming (GP) system using transductive transfer learning. The proposed GP system automatically extracts features from different source domains, and these GP extracted features are combined to form new classifiers being directly applied to a target domain. From experimental results, the proposed transductive transfer learning GP system can evolve features from source domains to effectively apply to target domains which are similar to the source domains.",

}

Genetic Programming entries for Wenlong Fu Bing Xue Mengjie Zhang Xiaoying (Sharon) Gao

Citations