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The Future of Risk Controls
     EXTENT Trading Technology Trends and Quality Assurance




EXTENT Conference
April 14, 2012, Kostroma, Russia
Brokerage System
Brokerage System
Naked Sponsored Access
Access Procedures


Financial Controls to prevent:
o Orders that exceed appropriate pre-set credit or capital thresholds
o Orders that exceed appropriate price or size parameters


Regulatory Controls:
o Prevent entry of orders unless there has been compliance with all
  regulatory requirements
o Restrict a person’s access to only those market-access systems
and technologies that are pre-approved by the brokers
o Provide surveillance system of the brokers with immediate post-
trade execution reports
Risk Control Module
Implementation options:


• Hardware implementation:
   Firewalls
   Microcontrollers
   FPGA vs. ASIC

• Software implementation:
   A program integrated into OS
FIREWALLS
Types of traffic:
    Packets
    Connections
    State
Technologies in Firewalls:
   Packet filtering
   Proxy firewall
   Stateful packet filtering (Dynamic Filtering)
Dynamic Filtering:
   The best combination of performance and security
   ACL (Access Control List)
   A state table
Microcontroller
• central processing unit - ranging from small and simple 4-bit processors
  to complex 32- or 64-bit processors
• volatile memory (RAM) for data storage
• ROM, EPROM, EEPROM or Flash memory for program and operating
  parameter storage
• discrete input and output bits, allowing control or detection of the logic
  state of an individual package pin
• serial input/output such as serial ports (UARTs)
• other serial communications interfaces like I²C, Serial Peripheral
  Interface and Controller Area Network for system interconnect
• peripherals such as timers, event counters, PWM generators, and
  watchdog
• A clock generator - often an oscillator for a quartz timing crystal, a
  resonator or RC circuit
• A lot of microcontrollers include analog-to-digital converters, some
  include digital-to-analog converters
• in-circuit programming and debugging support
FPGA vs. ASIC

(FPGA) Field-programmable gate array
 Configurable by customer.
 Reprogrammed as many times as customer needed.
 High performance.
 High costs.


(ASIC) Application-specific integrated circuit
o Configurable by customer.
o Non possible to reprogram.
o The performance higher than FPGA.
o The cost lower than FPGA with large amounts.
Non-physical implementation. Only a program
     integrated into Client workstation


Low costs
Simple installation
Acceptable speed performance for most tasks
Mobility and speed when requirements change
Pricing module


Goal: to provide correct parameters to the risk
control

Risk exposure of portfolio
o e.g. options delta calculation
Pricing threshold
o Parameters for pricing threshold calculation


To make it fast:
o Delegate complicated calculations to GPU
Concurrent Computing in GPU


Portfolio: Parallel pricing for several options

Monte-Carlo simulation: Parallel simulation of several paths

Delta: Parallel pricing with different market rates

                             Pricing
    Ma
         rk e
             tR
                  at e
                         s
                                        Portfolio revaluation
   New Order
                                            Risk exposure
                 o
           tfoli
     Por
Example: SABR model for American options
  (Monte-Carlo simulation)

SABR – Stochastic Alpha, Beta, Rho
o Stochastic volatility model with three parameters – alpha, beta, rho
o Price and volatility evolution based on 2 correlated Wiener processes
o The model can be calibrated to suit the market data

American options – early exercise
Monte-Carlo Simulation – average random walk

Early exercise requires additional computation
o Solution of a system of linear equations
o No parallelizing  Gauss method ~ O(n3)
o Parallelizing  n multiplications and a number of additions
Thank you!




             Questions?

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Extent3 exactpro the_future_of_risk_controls

  • 1. The Future of Risk Controls EXTENT Trading Technology Trends and Quality Assurance EXTENT Conference April 14, 2012, Kostroma, Russia
  • 5.
  • 6. Access Procedures Financial Controls to prevent: o Orders that exceed appropriate pre-set credit or capital thresholds o Orders that exceed appropriate price or size parameters Regulatory Controls: o Prevent entry of orders unless there has been compliance with all regulatory requirements o Restrict a person’s access to only those market-access systems and technologies that are pre-approved by the brokers o Provide surveillance system of the brokers with immediate post- trade execution reports
  • 8. Implementation options: • Hardware implementation:  Firewalls  Microcontrollers  FPGA vs. ASIC • Software implementation:  A program integrated into OS
  • 9. FIREWALLS Types of traffic:  Packets  Connections  State Technologies in Firewalls: Packet filtering Proxy firewall Stateful packet filtering (Dynamic Filtering) Dynamic Filtering: The best combination of performance and security ACL (Access Control List) A state table
  • 10. Microcontroller • central processing unit - ranging from small and simple 4-bit processors to complex 32- or 64-bit processors • volatile memory (RAM) for data storage • ROM, EPROM, EEPROM or Flash memory for program and operating parameter storage • discrete input and output bits, allowing control or detection of the logic state of an individual package pin • serial input/output such as serial ports (UARTs) • other serial communications interfaces like I²C, Serial Peripheral Interface and Controller Area Network for system interconnect • peripherals such as timers, event counters, PWM generators, and watchdog • A clock generator - often an oscillator for a quartz timing crystal, a resonator or RC circuit • A lot of microcontrollers include analog-to-digital converters, some include digital-to-analog converters • in-circuit programming and debugging support
  • 11. FPGA vs. ASIC (FPGA) Field-programmable gate array  Configurable by customer.  Reprogrammed as many times as customer needed.  High performance.  High costs. (ASIC) Application-specific integrated circuit o Configurable by customer. o Non possible to reprogram. o The performance higher than FPGA. o The cost lower than FPGA with large amounts.
  • 12. Non-physical implementation. Only a program integrated into Client workstation Low costs Simple installation Acceptable speed performance for most tasks Mobility and speed when requirements change
  • 13. Pricing module Goal: to provide correct parameters to the risk control Risk exposure of portfolio o e.g. options delta calculation Pricing threshold o Parameters for pricing threshold calculation To make it fast: o Delegate complicated calculations to GPU
  • 14. Concurrent Computing in GPU Portfolio: Parallel pricing for several options Monte-Carlo simulation: Parallel simulation of several paths Delta: Parallel pricing with different market rates Pricing Ma rk e tR at e s Portfolio revaluation New Order Risk exposure o tfoli Por
  • 15. Example: SABR model for American options (Monte-Carlo simulation) SABR – Stochastic Alpha, Beta, Rho o Stochastic volatility model with three parameters – alpha, beta, rho o Price and volatility evolution based on 2 correlated Wiener processes o The model can be calibrated to suit the market data American options – early exercise Monte-Carlo Simulation – average random walk Early exercise requires additional computation o Solution of a system of linear equations o No parallelizing  Gauss method ~ O(n3) o Parallelizing  n multiplications and a number of additions
  • 16. Thank you! Questions?