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Market Forecasting and
Optimization of Trading Models
StockFusion Studio
www.stockfusion.net
StockFusion Studio - Intelligent Trading Expert Adviser 2
• Trading Strategies
• Backtesting Engine
• Expert Optimization
• Portfolio Analysis
• Trading Script
Algorithmic trading
strategies
StockFusion Studio - Intelligent Trading Expert Adviser 3
Premium selection of algorithms
StockFusion Studio - Intelligent Trading Expert Adviser 4
• Self-optimizing ARIMA expert
• Finite Impulse Response Neural Network
• Finite State Markov Automation
• Stepwise Best Regression
• Square Root Regression
• Square Regression
• Logistic Regression
Attaching predictor to chart
StockFusion Studio - Intelligent Trading Expert Adviser 5
 Open new chart
Chart analysis
Expert Adviser
Algorithm list
• Forecast line appears on the chart
• Only one forecast allowed at any moment
• Select “None” to remove forecast
Example of forecast on chart
StockFusion Studio - Intelligent Trading Expert Adviser 6
Exclusive trading strategies
StockFusion Studio - Intelligent Trading Expert Adviser 7
• Signals derived from market forecasts
• Selectable forecasting algorithm
• Tailored for automatic optimization
• Universal for all markets and time frames
• Simple technical rules
• Easy statistical interpretation
Selecting trading strategy
StockFusion Studio - Intelligent Trading Expert Adviser 8
 Open new chart
Chart analysis
Expert Adviser
Strategy list
• Trading advises appear on the chart
• Only one strategy allowed at any moment
• Select “None” to cleanup advises
Example of strategy on chart
StockFusion Studio - Intelligent Trading Expert Adviser 9
Symbols for trading signals
StockFusion Studio - Intelligent Trading Expert Adviser 10
• Trading signals depicted as triangles
• Color indicates signal type
Buy (Green)
Sell short (Red)
Exit short (Blue)
Exit long (Gray)
• Only one signal is allowed per bar
Forecast driven strategies
StockFusion Studio - Intelligent Trading Expert Adviser 11
• Direct forecast – directly trade on
forecasted price expectation
• Exact forecast change – filter our direct
forecast trades with trading commissions
• Exact forecast threshold – filter our direct
forecast trades with entry and exit
thresholds (equal to point size in case of
futures)
Forecast and trend hybrid strategies
StockFusion Studio - Intelligent Trading Expert Adviser 12
• Exact price change – combined forecast
and price correlation trading with
commissions and thresholds
• Safe balance – enter on forecasted price
against current price and exit on the
actual price trend observed
• Safe exit – combined forecast and price
correlation trend over several bars with
commissions and thresholds
Intrinsic and custom strategies
StockFusion Studio - Intelligent Trading Expert Adviser 13
• Two types of trading strategies
Forecast driven built-in strategies
Trading script custom strategies
• Standard strategies
on top of the list
 Forecast required
• Custom strategies
on bottom of the list
Strategy Backtesting
Engine
StockFusion Studio - Intelligent Trading Expert Adviser 14
Backtesting engine
StockFusion Studio - Intelligent Trading Expert Adviser 15
• All standard trading statistics
• Separate analysis of long and short trades
• Full list of trade executions
• Profit / loss evaluation per trade
• Profitability chart of capital evolution
• Account for entry / exit commissions
• Fixed capital and capitalization tests
Creating backtest report
StockFusion Studio - Intelligent Trading Expert Adviser 16
• Create or open a chart
• Select forecasting algorithm
• Select trading strategy or script
• User charting ribbon:
 Chart analysis (ribbon tab)
View (ribbon group)
Performance (button)
Backtesting results
StockFusion Studio - Intelligent Trading Expert Adviser 17
Backtesting parameters
StockFusion Studio - Intelligent Trading Expert Adviser 18
• Account: Number of shares to trade
• Commission / trade : Trading commissions
on entry and exit from the trade
• Minimum change: Minimum price
change to trigger trading signal. This
should be equal to point value, if any
Expert System for
Strategy Optimization
StockFusion Studio - Intelligent Trading Expert Adviser 19
Expert strategy scanner
StockFusion Studio - Intelligent Trading Expert Adviser 20
• Universal strategy expert scanner
• Scans for optimal combination of:
 Trading strategy
 Forecasting algorithm
• Winner selection based on a number of
advanced trading statistics
• Intelligent randomized scan
Expert strategy scanner
StockFusion Studio - Intelligent Trading Expert Adviser 21
Watch progress
bar while expert
system scans
strategies to find
an optimal one
 Open new chart
Chart analysis
Expert Adviser
Expert Adviser
Expert strategy scanner results
StockFusion Studio - Intelligent Trading Expert Adviser 22
• On scan completion appears message
with optimal strategy and algorithm
• Confirm to apply expert selection to chart
Expert strategy on chart
StockFusion Studio - Intelligent Trading Expert Adviser 23
Expert strategy performance
StockFusion Studio - Intelligent Trading Expert Adviser 24
Tools for
Portfolio Analysis
StockFusion Studio - Intelligent Trading Expert Adviser 25
Portfolio optimizer
StockFusion Studio - Intelligent Trading Expert Adviser 26
• Summary view of all symbols in portfolio
• Forecasted price and change per symbol
• Expert advise on trade execution
• Distinctive coloring of signals
Open portfolio optimizer
StockFusion Studio - Intelligent Trading Expert Adviser 27
 Home & Basics
Analysis (group)
Radar (button)
Add symbols to portfolio:
1. Home & Basics > Symbol > Add to Favorites
2. Data manager > Add selected to portfolio
Batch expert scan
StockFusion Studio - Intelligent Trading Expert Adviser 28
Batch expert scan on
all symbols in portfolio
for the best predictor
and strategy
combination
 Open new chart
Chart analysis
Expert Adviser
Expert Adviser
Portfolio affinity matrix
StockFusion Studio - Intelligent Trading Expert Adviser 29
• Powerful tool for portfolio optimization
• Exclude closely correlated symbols
• Correlated symbols similarly behave on
market changes
• It decreases stability of portfolio
• Keep portfolio of less correlated symbols
• Increase probability of some symbols
growing while others downtrend
Multiple affinity measures
StockFusion Studio - Intelligent Trading Expert Adviser 30
• Correlation radius
• Kendall rank correlation
• Normal absolute difference
• Kruskal-Wallis test
• Friedman test
• Hurst coefficient
• H parameter
• Correlation
• Asymmetry
• Excess
Portfolio affinity matrix example
StockFusion Studio - Intelligent Trading Expert Adviser 31
Lag relation analysis
StockFusion Studio - Intelligent Trading Expert Adviser 32
• Discovery of symbol dependencies
• Calculates cross correlation of selected
symbol with other symbols in portfolio
over a range of time lags
• If strong correlation exists, then correlated
symbol can serve as a predictor in
multiple regression model
• Multiple classical and nonparametric
proximity measures
Lag relation analysis example
StockFusion Studio - Intelligent Trading Expert Adviser 33
Scripting of
Trading Strategies
StockFusion Studio - Intelligent Trading Expert Adviser 34
Trading script
StockFusion Studio - Intelligent Trading Expert Adviser 35
• Easy scripting of your trading strategies
• Scripting language for auto-trading
• Non-procedural scientific language
• Vector programming language
• Designed specifically for developing of
trading systems
• Large collection of built-in vector
operations and technical indicators
Trading script components
StockFusion Studio - Intelligent Trading Expert Adviser 36
• Every strategy consists of four scripts:
Buy script
Sell script
Exit long script
Exit short script
• All strategy scripts are optional
• At least one entry and exit script should
be filled for the strategy to execute
Trading script editor
StockFusion Studio - Intelligent Trading Expert Adviser 37
• Centralized management of scripts
• Persistent script storage
• Trading strategy script library
• Editing of buy/sell and entry/exit in four
side-by-side windows
• Side bar script function guide with
immediate insertion capability
• Script validation with error reporting
Trading script editor screen
StockFusion Studio - Intelligent Trading Expert Adviser 38
New trading script creation
StockFusion Studio - Intelligent Trading Expert Adviser 39
• Strategy library > Add
• Give a name to new strategy
• Fill script code for buy/sell and enter/exit
• Validate and save
the strategy
• Strategy appears
in strategy list
Selector of trading script
StockFusion Studio - Intelligent Trading Expert Adviser 40
• Scripts appear on bottom of strategy list
Scripts are below “Trading Script” item
• Scripts do not need forecasting algorithm
Algorithm field can be left empty
• Scripts appear in the list when added to
trading script library
• Scripts disappear from the list when
removed from trading script library
About StockFusion
StockFusion Studio - Intelligent Trading Expert Adviser 41
Copyright © 2014 StockFusion Technologies. All rights reserved. No part of
the materials including graphics or logos, available in this Web site may be
copied, reproduced, translated or reduced to any electronic medium or
machine-readable form, in whole or in part without written permission.
The product names used in this document are for identification purposes
only. All trademarks and registered trademarks are the property of their
respective owners.
Trading futures and options involves the risk of loss. You should consider
carefully whether futures or options are appropriate to your financial
situation. You must review the customer account agreement and risk
disclosure prior to establishing an account. Only risk capital should be used
when trading futures or options. Investors could lose more than their initial
investment.
Past results are not necessarily indicative of futures results. The risk of loss in
trading futures or options can be substantial, carefully consider the inherent
risks of such an investment in light of your financial condition. Information
contained, viewed, sent or attached is considered a solicitation for
business.

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StockFusion Expert

  • 1. Market Forecasting and Optimization of Trading Models StockFusion Studio www.stockfusion.net
  • 2. StockFusion Studio - Intelligent Trading Expert Adviser 2 • Trading Strategies • Backtesting Engine • Expert Optimization • Portfolio Analysis • Trading Script
  • 3. Algorithmic trading strategies StockFusion Studio - Intelligent Trading Expert Adviser 3
  • 4. Premium selection of algorithms StockFusion Studio - Intelligent Trading Expert Adviser 4 • Self-optimizing ARIMA expert • Finite Impulse Response Neural Network • Finite State Markov Automation • Stepwise Best Regression • Square Root Regression • Square Regression • Logistic Regression
  • 5. Attaching predictor to chart StockFusion Studio - Intelligent Trading Expert Adviser 5  Open new chart Chart analysis Expert Adviser Algorithm list • Forecast line appears on the chart • Only one forecast allowed at any moment • Select “None” to remove forecast
  • 6. Example of forecast on chart StockFusion Studio - Intelligent Trading Expert Adviser 6
  • 7. Exclusive trading strategies StockFusion Studio - Intelligent Trading Expert Adviser 7 • Signals derived from market forecasts • Selectable forecasting algorithm • Tailored for automatic optimization • Universal for all markets and time frames • Simple technical rules • Easy statistical interpretation
  • 8. Selecting trading strategy StockFusion Studio - Intelligent Trading Expert Adviser 8  Open new chart Chart analysis Expert Adviser Strategy list • Trading advises appear on the chart • Only one strategy allowed at any moment • Select “None” to cleanup advises
  • 9. Example of strategy on chart StockFusion Studio - Intelligent Trading Expert Adviser 9
  • 10. Symbols for trading signals StockFusion Studio - Intelligent Trading Expert Adviser 10 • Trading signals depicted as triangles • Color indicates signal type Buy (Green) Sell short (Red) Exit short (Blue) Exit long (Gray) • Only one signal is allowed per bar
  • 11. Forecast driven strategies StockFusion Studio - Intelligent Trading Expert Adviser 11 • Direct forecast – directly trade on forecasted price expectation • Exact forecast change – filter our direct forecast trades with trading commissions • Exact forecast threshold – filter our direct forecast trades with entry and exit thresholds (equal to point size in case of futures)
  • 12. Forecast and trend hybrid strategies StockFusion Studio - Intelligent Trading Expert Adviser 12 • Exact price change – combined forecast and price correlation trading with commissions and thresholds • Safe balance – enter on forecasted price against current price and exit on the actual price trend observed • Safe exit – combined forecast and price correlation trend over several bars with commissions and thresholds
  • 13. Intrinsic and custom strategies StockFusion Studio - Intelligent Trading Expert Adviser 13 • Two types of trading strategies Forecast driven built-in strategies Trading script custom strategies • Standard strategies on top of the list  Forecast required • Custom strategies on bottom of the list
  • 14. Strategy Backtesting Engine StockFusion Studio - Intelligent Trading Expert Adviser 14
  • 15. Backtesting engine StockFusion Studio - Intelligent Trading Expert Adviser 15 • All standard trading statistics • Separate analysis of long and short trades • Full list of trade executions • Profit / loss evaluation per trade • Profitability chart of capital evolution • Account for entry / exit commissions • Fixed capital and capitalization tests
  • 16. Creating backtest report StockFusion Studio - Intelligent Trading Expert Adviser 16 • Create or open a chart • Select forecasting algorithm • Select trading strategy or script • User charting ribbon:  Chart analysis (ribbon tab) View (ribbon group) Performance (button)
  • 17. Backtesting results StockFusion Studio - Intelligent Trading Expert Adviser 17
  • 18. Backtesting parameters StockFusion Studio - Intelligent Trading Expert Adviser 18 • Account: Number of shares to trade • Commission / trade : Trading commissions on entry and exit from the trade • Minimum change: Minimum price change to trigger trading signal. This should be equal to point value, if any
  • 19. Expert System for Strategy Optimization StockFusion Studio - Intelligent Trading Expert Adviser 19
  • 20. Expert strategy scanner StockFusion Studio - Intelligent Trading Expert Adviser 20 • Universal strategy expert scanner • Scans for optimal combination of:  Trading strategy  Forecasting algorithm • Winner selection based on a number of advanced trading statistics • Intelligent randomized scan
  • 21. Expert strategy scanner StockFusion Studio - Intelligent Trading Expert Adviser 21 Watch progress bar while expert system scans strategies to find an optimal one  Open new chart Chart analysis Expert Adviser Expert Adviser
  • 22. Expert strategy scanner results StockFusion Studio - Intelligent Trading Expert Adviser 22 • On scan completion appears message with optimal strategy and algorithm • Confirm to apply expert selection to chart
  • 23. Expert strategy on chart StockFusion Studio - Intelligent Trading Expert Adviser 23
  • 24. Expert strategy performance StockFusion Studio - Intelligent Trading Expert Adviser 24
  • 25. Tools for Portfolio Analysis StockFusion Studio - Intelligent Trading Expert Adviser 25
  • 26. Portfolio optimizer StockFusion Studio - Intelligent Trading Expert Adviser 26 • Summary view of all symbols in portfolio • Forecasted price and change per symbol • Expert advise on trade execution • Distinctive coloring of signals
  • 27. Open portfolio optimizer StockFusion Studio - Intelligent Trading Expert Adviser 27  Home & Basics Analysis (group) Radar (button) Add symbols to portfolio: 1. Home & Basics > Symbol > Add to Favorites 2. Data manager > Add selected to portfolio
  • 28. Batch expert scan StockFusion Studio - Intelligent Trading Expert Adviser 28 Batch expert scan on all symbols in portfolio for the best predictor and strategy combination  Open new chart Chart analysis Expert Adviser Expert Adviser
  • 29. Portfolio affinity matrix StockFusion Studio - Intelligent Trading Expert Adviser 29 • Powerful tool for portfolio optimization • Exclude closely correlated symbols • Correlated symbols similarly behave on market changes • It decreases stability of portfolio • Keep portfolio of less correlated symbols • Increase probability of some symbols growing while others downtrend
  • 30. Multiple affinity measures StockFusion Studio - Intelligent Trading Expert Adviser 30 • Correlation radius • Kendall rank correlation • Normal absolute difference • Kruskal-Wallis test • Friedman test • Hurst coefficient • H parameter • Correlation • Asymmetry • Excess
  • 31. Portfolio affinity matrix example StockFusion Studio - Intelligent Trading Expert Adviser 31
  • 32. Lag relation analysis StockFusion Studio - Intelligent Trading Expert Adviser 32 • Discovery of symbol dependencies • Calculates cross correlation of selected symbol with other symbols in portfolio over a range of time lags • If strong correlation exists, then correlated symbol can serve as a predictor in multiple regression model • Multiple classical and nonparametric proximity measures
  • 33. Lag relation analysis example StockFusion Studio - Intelligent Trading Expert Adviser 33
  • 34. Scripting of Trading Strategies StockFusion Studio - Intelligent Trading Expert Adviser 34
  • 35. Trading script StockFusion Studio - Intelligent Trading Expert Adviser 35 • Easy scripting of your trading strategies • Scripting language for auto-trading • Non-procedural scientific language • Vector programming language • Designed specifically for developing of trading systems • Large collection of built-in vector operations and technical indicators
  • 36. Trading script components StockFusion Studio - Intelligent Trading Expert Adviser 36 • Every strategy consists of four scripts: Buy script Sell script Exit long script Exit short script • All strategy scripts are optional • At least one entry and exit script should be filled for the strategy to execute
  • 37. Trading script editor StockFusion Studio - Intelligent Trading Expert Adviser 37 • Centralized management of scripts • Persistent script storage • Trading strategy script library • Editing of buy/sell and entry/exit in four side-by-side windows • Side bar script function guide with immediate insertion capability • Script validation with error reporting
  • 38. Trading script editor screen StockFusion Studio - Intelligent Trading Expert Adviser 38
  • 39. New trading script creation StockFusion Studio - Intelligent Trading Expert Adviser 39 • Strategy library > Add • Give a name to new strategy • Fill script code for buy/sell and enter/exit • Validate and save the strategy • Strategy appears in strategy list
  • 40. Selector of trading script StockFusion Studio - Intelligent Trading Expert Adviser 40 • Scripts appear on bottom of strategy list Scripts are below “Trading Script” item • Scripts do not need forecasting algorithm Algorithm field can be left empty • Scripts appear in the list when added to trading script library • Scripts disappear from the list when removed from trading script library
  • 41. About StockFusion StockFusion Studio - Intelligent Trading Expert Adviser 41 Copyright © 2014 StockFusion Technologies. All rights reserved. No part of the materials including graphics or logos, available in this Web site may be copied, reproduced, translated or reduced to any electronic medium or machine-readable form, in whole or in part without written permission. The product names used in this document are for identification purposes only. All trademarks and registered trademarks are the property of their respective owners. Trading futures and options involves the risk of loss. You should consider carefully whether futures or options are appropriate to your financial situation. You must review the customer account agreement and risk disclosure prior to establishing an account. Only risk capital should be used when trading futures or options. Investors could lose more than their initial investment. Past results are not necessarily indicative of futures results. The risk of loss in trading futures or options can be substantial, carefully consider the inherent risks of such an investment in light of your financial condition. Information contained, viewed, sent or attached is considered a solicitation for business.