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Machine learning + on-line libraries = IDL

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Research and Advanced Technology for Digital Libraries (ECDL 1997)

Part of the book series: Lecture Notes in Computer Science ((LNCS,volume 1324))

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Abstract

One of the current issues faced by information professionals is that of building digital libraries. In this context, two key points are represented by information capture, which involves complex pattern recognition problems, and integration of different DBMS technologies, in order to connect many libraries to form a unique virtual library. This paper presents IDL, a prototypical intelligent digital library service. IDL addresses both the problems mentioned above and proposes a solution for them: The former, by integrating learning tools and techniques in order to make effective, efficient and economically feasible the task of capturing the information that should be stored and indexed by content in a digital library; the latter, by defining a metaquery language which answers for the interoperability of the various digital libraries to be connected.

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References

  1. Esposito, F., D. Malerba, G. Semeraro, E. Annese, and G. Scafuro (1990). An experimental page layout recognition system for office document automatic classification: an integrated approach for inductive generalization. Proceedings of the 10th International Conf on Pattern Recognition, 557–562. Los Alamitos: IEEE Computer Society.

    Google Scholar 

  2. Esposito, F., D. Malerba, and G. Semeraro (1993). Automated acquisitionof rules for document understanding. Proceedings of the 2nd International Conf. on Document Analysis and Recognition, 650–654. Los Alamitos: IEEE Computer Society.

    Google Scholar 

  3. Esposito, F., D. Malerba, and G. Semeraro (1994). Multistrategy learning for document recognition. Applied Artificial Intelligence: An International Journal, vol. 8, no. 1, 33–84.

    Google Scholar 

  4. Esposito, F., D. Malerba, and G. Semeraro (1995). A Knowledge-Based Approach to the Layout Analysis. Proceedings of the 3rd International Conf. on Document Analysis and Recognition, 466–471. Los Alamitos: IEEE Computer Society.

    Google Scholar 

  5. Esposito, F., D. Malerba, and G. Semeraro (1996). From Machine Perception to Machine Learning: Generating Models of Visual Objects. Machine Learning and Perception, 139–148. G. Tascini, F. Esposito, V. Roberto and P. Zingaretti (Eds.), Singapore: World Scientific.

    Google Scholar 

  6. Esposito, F., D. Malerba, G. Semeraro, N. Fanizzi, and S. Ferilli (1997). Adding Intelligence to Digital Libraries: IDL. Proceedings of the IJCAI-97 Workshop on AI in Digital Libraries. Nagoya, Japan August 24th, 1997, to appear.

    Google Scholar 

  7. Fox, E. A. (1994). How to make intelligent digital libraries. Proceedings of the 8th International Symposium on Methodologies for Intelligent Systems-Lecture Notes in AI 869, 27–38. Z. W. Ras and M. Zemankova (Eds.), Berlin: Springer-Verlag.

    Google Scholar 

  8. Gladney, H. M., Z. Ahmed, R. Ashany, N. J. Belkin, E. A. Fox, and M. Zemankova (1994). Digital library: Gross structure and requirements (report from a Workshop). Proceedings of the Workshop on On-line Access to Digital Libraries, Los Alamitos: IEEE Computer Society, available by anonymous FTP from directory pub/DigitalLibrary on fox.cs.vt.edu.

    Google Scholar 

  9. Malerba, D., G. Semeraro, and E. Bellisari, (1995). LEX: A knowledge-based system for the layout analysis. Proceedings of the 3rd International Conf. on the Practical Application of Prolog, 429–443.

    Google Scholar 

  10. Malerba, D., F. Esposito, and G. Semeraro (1996). A Further Comparison of Simplification Methods for Decision-Tree Induction. Learning from Data-LectureNotes in Statistics 112,365–374. D. Fisher and H.J. Lenz (Eds.), Berlin: Springer.

    Google Scholar 

  11. Semeraro, G., F. Esposito, and D. Malerba (1994). Learning contextual rules for document understanding. Proceedings of the 10th Conf. on Artificial Intelligence forApplications,108–115. Los Alamitos: IEEE Computer Society.

    Google Scholar 

  12. Semeraro, G., F. Esposito, N. Fanizzi, and D. Malerba (1995). Revision of logical theories. Topics in Artificial Intelligence-Lecture Notes in A1992, 27–38. M. Gori and G. Soda (Eds.), Berlin: Springer.

    Google Scholar 

  13. Sievert, M. C., E. J. Mckinin, E. D. Johnson, and J. A. Mitchell (1991). Retrieval from full-text medical literature: The dream and reality. Proceedings of the 15th Symposium on Computer Applications in Medical Care, 348–352.

    Google Scholar 

  14. Tang, Y. Y., C. D. Yan, and C. Y. Suen (1994). Document processing for automatic knowledge acquisition. IEEE Transactions on Knowledge and Data Engineering, vol. 6, no. 1, 3–21.

    Article  Google Scholar 

  15. Tsujimoto, S., and H. Asada (1990). Understanding multi-article documents. Proc.10th Int. Conf. on Pattern Recognition, pp. 551–556, June 16–21, Atlantic City.

    Google Scholar 

  16. Yamamoto, K. (1993). Conference Chair's Message. Proceedings of the 2nd International Conf. on Document Analysis and Recognition, v-v. Los Alamitos: IEEE Computer Society.

    Google Scholar 

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Carol Peters Costantino Thanos

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© 1997 Springer-Verlag Berlin Heidelberg

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Semeraro, G., Esposito, F., Malerba, D., Fanizzi, N., Ferilli, S. (1997). Machine learning + on-line libraries = IDL. In: Peters, C., Thanos, C. (eds) Research and Advanced Technology for Digital Libraries. ECDL 1997. Lecture Notes in Computer Science, vol 1324. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0026729

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  • DOI: https://doi.org/10.1007/BFb0026729

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  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-63554-3

  • Online ISBN: 978-3-540-69597-4

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