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.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
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)
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)
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)
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)
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)
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)
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)
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)
Cho, J., Mirzaei, S., Oberg, J., Kastner, R.: Fpga-based face detection system using haar classifiers. In: FPGA, pp. 103–112 (2009)
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)
Ficco, M.: Security event correlation approach for cloud computing. Journal of High Performance Computing and Networking 7(3) (2013)
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)
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)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2014 Springer International Publishing Switzerland
About this paper
Cite this paper
Amato, F., Barbareschi, M., Casola, V., Mazzeo, A. (2014). An FPGA-Based Smart Classifier for Decision Support Systems. In: Zavoral, F., Jung, J., Badica, C. (eds) Intelligent Distributed Computing VII. Studies in Computational Intelligence, vol 511. Springer, Cham. https://doi.org/10.1007/978-3-319-01571-2_34
Download citation
DOI: https://doi.org/10.1007/978-3-319-01571-2_34
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-01570-5
Online ISBN: 978-3-319-01571-2
eBook Packages: EngineeringEngineering (R0)