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An FPGA-Based Smart Classifier for Decision Support Systems

  • Flora Amato
  • Mario Barbareschi
  • Valentina Casola
  • Antonino Mazzeo
Part of the Studies in Computational Intelligence book series (SCI, volume 511)

Abstract

In recent years, the accuracy and performance of decision support systems have become a bottleneck in many monitoring applications. As for the accuracy, different classification algorithms are available but the overall performance are related to the specific software implementation. In this paper we propose a novel hardware implementation to fasten a decision tree classifier. We also present the evaluation of our architecture by putting in evidence the positive performance results obtained with the proposed implementation.

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References

  1. 1.
    Amato, F., Casola, V., Gaglione, A., Mazzeo, A.: A common data model for sensor network integration. In: Proceedings of the 4th International Conference on Complex, Intelligent and Software Intensive Systems, pp. 1081–1086 (2010)Google Scholar
  2. 2.
    Amato, F., Casola, V., Gaglione, A., Mazzeo, A.: A semantic enriched data model for sensor network interoperability. Simulation Modelling Practice and Theory 19(8), 1745–1757 (2011)CrossRefGoogle Scholar
  3. 3.
    Amato, F., Casola, V., Mazzeo, A., Romano, S.: A semantic based methodology to classify and protect sensitive data in medical records. In: 2010 Sixth International Conference on Information Assurance and Security (IAS), pp. 240–246. IEEE (2010)Google Scholar
  4. 4.
    Berger, A.L., Pietra, V.J.D., Pietra, S.A.D.: A maximum entropy approach to natural language processing. Computational linguistics 22(1), 39–71 (1996)Google Scholar
  5. 5.
    Berthold, M.R., Cebron, N., Dill, F., Gabriel, T.R., Kötter, T., Meinl, T., Ohl, P., Thiel, K., Wiswedel, B.: Knime - the konstanz information miner: version 2.0 and beyond. SIGKDD Explor. Newsl. 11(1), 26–31 (2009)CrossRefGoogle Scholar
  6. 6.
    Bhowmik, D., Amavasai, B.P., Mulroy, T.J.: Real-time object classification on fpga using moment invariants and kohonen neural networks. In: IEEE SMC UK-RI Chapter Conference 2006 on Advances in Cybernetic Systems, pp. 43–48 (2006)Google Scholar
  7. 7.
    Casola, V., Esposito, M., Mazzocca, N., Flammini, F.: Freight train monitoring: A case-study for the pshield project. In: Proceedings - 6th International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing, IMIS 2012, pp. 597–602 (2012)Google Scholar
  8. 8.
    Casola, V., Gaglione, A., Mazzeo, A.: A reference architecture for sensor networks integration and management. In: Trigoni, N., Markham, A., Nawaz, S. (eds.) GSN 2009. LNCS, vol. 5659, pp. 158–168. Springer, Heidelberg (2009)CrossRefGoogle Scholar
  9. 9.
    Cho, J., Mirzaei, S., Oberg, J., Kastner, R.: Fpga-based face detection system using haar classifiers. In: FPGA, pp. 103–112 (2009)Google Scholar
  10. 10.
    Deng, H., Runger, G.C., Tuv, E.: Bias of importance measures for multi-valued attributes and solutions. In: Proceedings of the ICANN, pp. 293–300 (2011)Google Scholar
  11. 11.
    Ficco, M.: Security event correlation approach for cloud computing. Journal of High Performance Computing and Networking 7(3) (2013)Google Scholar
  12. 12.
    Liu, B., Ma, Y., Wong, C.K.: Improving an association rule based classifier. In: Zighed, D.A., Komorowski, J., Żytkow, J.M. (eds.) PKDD 2000. LNCS (LNAI), vol. 1910, pp. 504–509. Springer, Heidelberg (2000)CrossRefGoogle Scholar
  13. 13.
    Wittig, R.D., Chow, P.: Onechip: An fpga processor with reconfigurable logic. In: IEEE Symposium on FPGAs for Custom Computing Machines, pp. 126–135. IEEE (1996)Google Scholar

Copyright information

© Springer International Publishing Switzerland 2014

Authors and Affiliations

  • Flora Amato
    • 1
  • Mario Barbareschi
    • 1
  • Valentina Casola
    • 1
  • Antonino Mazzeo
    • 1
  1. 1.Department of Electrical Engineering and Information TechnologyUniversity of Naples Federico IINapoliItaly

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