maxeler applications in financial engineering aleksandar rakiĆeviĆprof. bratislav petroviĆ phd...
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Maxeler applications in financial engineering
ALEKSANDAR RAKIĆEVIĆ prof. BRATISLAV PETROVIĆ
PhD student Menthor
University of Belgrade
Faculty of Organizational Sciences (FON)
MAXELER FINANCIAL APPLICATIONS
• Interest rate curve fitting
• Pricing/valuation
• Model calibration
• Scenario analysis
• Risk analysis
• Portfolio optimization
• High frequency trading
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THESE PROBLEMS ARE COMPUTATIONALLY EXPENSIVE
• Some intensive calculations:
– expected values for trees based models
with thousands of steps
– correlation and covariance matrices
for thousands of assets
– multi variate Monte Carlo simulations
with multiple payoffs
– runing models for high frequency trading
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Pricing CDOs
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Risk analysis using Monte Carlo simulation
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WHAT ARE THE EFFECTS OF MAXELER APPLICATIONS
• Example: Acceleration of complex credit derivatives calculations at JP Morgan
Code transformation: 898 → 3696 (growth factor 4)
Speedup: 220x (overnight → several min)
Power usage: - 6%
• American Finance Technology Award (2011)
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SYSTEM THEORY AND CONTROL LABORATORYFaculty of organizational sciences, Belgrade University
Research area: – Modeling and control, – Optimization,– Computational inteligence, – Machine learning.
Application domains: Finance and management.
ALEKSANDAR RAKIĆEVIĆE-mail: [email protected]
CONTACT INFO:
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