Reverse Longstaff-Schwartz American Option Pricing on hybrid CPU/FPGA Systems

被引:0
|
作者
Brugger, Christian [1 ]
Varela, Javier Alejandro [1 ]
Wehn, Norbert [1 ]
Tang, Songyin [2 ]
Korn, Ralf [2 ]
机构
[1] Univ Kaiserslautern, Microelect Syst Design Res Grp, D-67663 Kaiserslautern, Germany
[2] Univ Kaiserslautern, Stochast Control & Financial Math Grp, D-67663 Kaiserslautern, Germany
来源
2015 DESIGN, AUTOMATION & TEST IN EUROPE CONFERENCE & EXHIBITION (DATE) | 2015年
关键词
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中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In today's markets, high-speed and energy-efficient computations are mandatory in the financial and insurance industry. At the same time, the gradual convergence of high-performance computing with embedded systems is having a huge impact on the design methodologies, where dedicated accelerators are implemented to increase performance and energy efficiency. This paper follows this trend and presents a novel way to price high-dimensional American options using techniques of the embedded community. The proposed architecture targets heterogeneous CPU/FPGA systems, and it exploits the FPGA reconfiguration to deliver high-throughput. With a bit-true algorithmic transformation based on recomputation, it is possible to eliminate the memory bottleneck and access costs. The result is a pricing system that is 16x faster and 268x more energy-efficient than an optimized Intel CPU implementation.
引用
收藏
页码:1599 / 1602
页数:4
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