Intelligent fusion of structural and citation-based evidence for text classification
Created by W.Langdon from
gp-bibliography.bib Revision:1.8051
- @InProceedings{Zhang05c,
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author = "Baoping Zhang and Yuxin Chen and Weiguo Fan and
Edward A. Fox and Marcos Andre Goncalves and Marco Cristo and
Pavel Calado",
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title = "Intelligent fusion of structural and citation-based
evidence for text classification",
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booktitle = "Proceedings of the 28th Annual International ACM SIGIR
Conference on Research and Development in Information
Retrieval",
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pages = "667--668",
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year = "2005",
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address = "Salvador, Brazil",
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publisher_address = "New York, NY, USA",
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month = aug # " 15-19",
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organisation = "SIGIR: ACM Special Interest Group on Information
Retrieval",
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publisher = "ACM Press",
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keywords = "genetic algorithms, genetic programming, Poster",
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ISBN = "1-59593-034-5",
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size = "2 pages",
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copyright = "Copyright is held by the author/owner.",
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MRnumber = "C.IR.05.667",
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DOI = "doi:10.1145/1076034.1076181",
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abstract = "This paper shows how different measures of similarity
derived from the citation information and the
structural content (e.g., title, abstract) of the
collection can be fused to improve classification
effectiveness. To discover the best fusion framework,
we apply Genetic Programming (GP) techniques. Our
experiments with the ACM Computing Classification
Scheme, using documents from the ACM Digital Library,
indicate that GP can discover similarity functions
superior to those based solely on a single type of
evidence. Effectiveness of the similarity functions
discovered through simple majority voting is better
than that of content-based as well as combination-based
Support Vector Machine classifiers. Experiments also
were conducted to compare the performance between GP
techniques and other fusion techniques such as Genetic
Algorithms (GA) and linear fusion. Empirical results
show that GP was able to discover better similarity
functions than other fusion techniques.",
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notes = "See also \cite{Zhang05cTR}",
- }
Genetic Programming entries for
Baoping Zhang
Yuxin (Jerry) Chen
Weiguo Fan
Edward A Fox
Marcos Andre Goncalves
Marco Cristo
Pavel Pereira Calado
Citations