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
D O I
暂无
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
相关论文
共 15 条
[1]  
[Anonymous], [No title captured]
[2]   PRICING OF OPTIONS AND CORPORATE LIABILITIES [J].
BLACK, F ;
SCHOLES, M .
JOURNAL OF POLITICAL ECONOMY, 1973, 81 (03) :637-654
[3]  
de Schryver Christian, 2011, Proceedings of the 2011 International Conference on Reconfigurable Computing and FPGAs (ReConFig 2011), P468, DOI 10.1109/ReConFig.2011.11
[4]  
de Schryver C., 2010, Proceedings 2010 International Conference on Reconfigurable Computing and FPGAs (ReConFig 2010), P190, DOI 10.1109/ReConFig.2010.20
[5]  
Hagita K., 2000, REVERSE GENERATOR MT
[6]   Studying storage-recomputation tradeoffs in memory-constrained embedded processing [J].
Kandemir, M ;
Li, FH ;
Chen, GL ;
Chen, GY ;
Ozturk, O .
DESIGN, AUTOMATION AND TEST IN EUROPE CONFERENCE AND EXHIBITION, VOLS 1 AND 2, PROCEEDINGS, 2005, :1026-1031
[7]   Reducing off-chip memory access costs using data recomputation in embedded chip multi-processors [J].
Koc, Hakduran ;
Kandemir, Mahmut ;
Ercanli, Ehat ;
Ozturk, Ozcan .
2007 44TH ACM/IEEE DESIGN AUTOMATION CONFERENCE, VOLS 1 AND 2, 2007, :224-+
[8]  
Korn R, 2010, CH CRC FINANC MATH, P1, DOI 10.1201/9781420076196
[9]   Valuing American options by simulation: A simple least-squares approach [J].
Longstaff, FA ;
Schwartz, ES .
REVIEW OF FINANCIAL STUDIES, 2001, 14 (01) :113-147
[10]  
Matsumoto M., 1998, ACM Transactions on Modeling and Computer Simulation, V8, P3, DOI 10.1145/272991.272995