Towards Automatic Generation of Hardware Classifiers
作者： Flora Amato , Mario Barbareschi , Valentina Casola , Antonino Mazzeo , Sara Romano
DOI: 10.1007/978-3-319-03889-6_14
关键词:
摘要: Nowadays, in a broad range of application areas, the daily data production has reached unprecedented levels. This origins from multiple sources, such as sensors, social media posts, digital pictures and videos so on. The technical scientific issues related to booming have been designated "Big Data" challenges. To deal with big analysis, innovative algorithms mining tools are needed order extract information discover knowledge continuous increasing growing. In most methods volume variety directly impact on computational load. this paper we illustrate hardware architecture decision tree predictor, widely adopted machine learning algorithm. particular show how it is possible automatically generate implementation predictor module that provides better throughput available software solutions.
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sci-hub.st 参考文章(17)
Flora Amato, Mario Barbareschi, Valentina Casola, Antonino Mazzeo, An FPGA-Based Smart Classifier for Decision Support Systems Studies in Computational Intelligence. pp. 289- 299 ,(2014) , 10.1007/978-3-319-01571-2_34
Stuart C. Gilson, Sarah L. Abbott, Houghton Mifflin Harcourt Social Science Research Network. ,(2011)
B. Medved Rogina, V. Sruk, P. Skoda, FPGA implementations of data mining algorithms international convention on information and communication technology, electronics and microelectronics. pp. 362- 367 ,(2012)
Yadira Espinal, Viktor Mayer-Schonberger and Kenneth Cukier, Big Data: A Revolution That Will Transform How We Live, Work and Think International Journal of Communication. ,vol. 7, pp. 3- ,(2013)
Noman Mohammed, Rui Chen, Benjamin C.M. Fung, Philip S. Yu, Differentially private data release for data mining Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '11. pp. 493- 501 ,(2011) , 10.1145/2020408.2020487
Yeon-sup Lim, Hyun-chul Kim, Jiwoong Jeong, Chong-kwon Kim, Ted "Taekyoung" Kwon, Yanghee Choi, Internet traffic classification demystified: on the sources of the discriminative power conference on emerging network experiment and technology. pp. 9- ,(2010) , 10.1145/1921168.1921180
Eric E. Schadt, Michael D. Linderman, Jon Sorenson, Lawrence Lee, Garry P. Nolan, Computational solutions to large-scale data management and analysis Nature Reviews Genetics. ,vol. 11, pp. 647- 657 ,(2010) , 10.1038/NRG2857
Alireza Monemi, Roozbeh Zarei, Muhammad N. Marsono, Online NetFPGA decision tree statistical traffic classifier Computer Communications. ,vol. 36, pp. 1329- 1340 ,(2013) , 10.1016/J.COMCOM.2013.05.004
Flora Amato, Valentina Casola, Antonino Mazzeo, Sara Romano, A semantic based methodology to classify and protect sensitive data in medical records information assurance and security. pp. 240- 246 ,(2010) , 10.1109/ISIAS.2010.5604071
Smith Tsang, Ben Kao, Kevin Y. Yip, Wai-Shing Ho, Sau Dan Lee, Decision Trees for Uncertain Data IEEE Transactions on Knowledge and Data Engineering. ,vol. 23, pp. 64- 78 ,(2011) , 10.1109/TKDE.2009.175