Abstract
A tree model with latent semantic analysis (LSA-Tree) is presented for semantic processing of the medical image annotations. By introducing the semantic tree structure can be calculated in the semantic extraction process between words in the level of association; the introduction of latent semantic analysis to solve the "Synonymy" problem in the "multi-physicians samples" and to simplify the semantic computation of the tree model. Experiment through the programming of the proposed model of latent semantic analysis tree to process the annotations of medical image. And comparison with the keyword model and full text LSA in the running time and further with the Bag-of-Words model in the image information matching.
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References
Lin, C.-Y., Yin, J.-X., Gao, X., Chen, J.-Y., Sun, S.-H.: Multi-level medical image semantic modeling approach based on statistical learning. Journal of Shenzhen University Science and Engineering 24, 138–143 (2007)
Zhao, J., Jin, Q.-L., Xu, B.: Semantic computation for text retrieval. Chinese Journal of Computers 28(12), 2068–2078 (2005)
Ioannis, T., Thomas, H., Thorsten, J., Yasemin, A.: Support vector machine learning for Interdependent and structured output spaces. In: Proceedings of the 21st International Conference on Machine Learning, Canada (2004)
Zhou, K.-J., Wang, L., Qiu, P.: Ontology construction from semi-structured text. In: International Conference on Wireless Communications, Networking and Mobile Computing, WiCOM, China (2008)
Kobus, B., Pinar, D., David, F., Nando, F., David, M.B., Michael, I.J.: Matching Words and Pictures. Journal of Machine Learning Research 3(6), 1107–1135 (2003)
Yeh, J.-F., Wu, C.-H., Chen, M.-J.: Ontology-based speech act identification in a bilingual dialog system using partial pattern trees. Journal of the American Society for Information Science and Technology 59(5), 684–694 (2008)
Lo, C.-C., Cheng, D.-Y., Chen, C.-H., Yan, J.-S.: Design and implementation of situation-aware medical tourism service search system. In: International Conference on Wireless Communications, Networking and Mobile Computing, WiCOM, China (2008)
Lin, C.-Y., Ma, L.-H., Chen, J.-Y.: Multi-level auto-annotation and semantic retrieval for medical images. In: Proceedings of the 10th IASTED International Conference on Artificial Intelligence and Applications, Austria, China (2010)
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© 2012 Springer-Verlag GmbH Berlin Heidelberg
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Li, B., Wang, K., Zhang, Xx. (2012). Semantic Computation of Medical Image Annotation Based on Semantic Tree. In: Qian, Z., Cao, L., Su, W., Wang, T., Yang, H. (eds) Recent Advances in Computer Science and Information Engineering. Lecture Notes in Electrical Engineering, vol 129. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-25778-0_7
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DOI: https://doi.org/10.1007/978-3-642-25778-0_7
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