Title :
IP cores for hardware evolution of decision trees
Author :
R. Struharik;V. Vranjkovic;B. Vukobratovic
Author_Institution :
University of Novi Sad, Faculty of Technical Sciences, Department of Electronics, Serbia
Abstract :
This paper proposes several IP cores for the hardware implementation of the complete decision tree inference algorithm. Evolving decision trees in hardware is motivated by the significant improvement in the evolution time compared to the time needed for software evolution. Several architectures for the hardware evolution of single oblique or nonlinear decision trees are presented. The proposed architectures are suitable for the implementation using both Field Programmable Gate Arrays (FPGA) and Application Specific Integrated Circuits (ASIC).
Keywords :
"Hardware","Software","Computer architecture","Training","Indexes","Decision trees","Random access memory"
Conference_Titel :
Intelligent Systems and Informatics (SISY), 2012 IEEE 10th Jubilee International Symposium on
Print_ISBN :
978-1-4673-4751-8
DOI :
10.1109/SISY.2012.6339554