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Strategies & Market Trends : Neural Nets - A tool for the 90's

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To: Optim who wrote ()1/26/1998 10:52:00 PM
From: Optim  Read Replies (1) of 871
 
Here is the results of a net that I am currently working on in NS
Trader for trading the E-Mini S&P500 futures. I based it on the
index instead of the contracts, with the intent of adjusting for
contract volume later.

Here goes:

TRADING STRATEGY
S&P 500 Stock Index (*SPX)
Backtest
1/26/98 10:40:57 PM

STATISTICS
Performance Statistic All Trades Long Short
Start Date 7/1/97
End Date 12/29/97
Beginning Price $ 891.020
Ending Price $ 953.360
Change in Price $ 62.340
Percent Change in Price 7.0%
Annual Percent Change in Price 14.0%
Return on Trades 44.1% 26.0% 18.1%
Annual Return on Trades 88.4% 52.0% 36.4%
Return on Account 42.6% 24.6% 18.1%
Annual Return on Account 85.5% 49.3% 36.3%
Net Profit $ 409.78 $ 236.06 $ 173.72
Gross Profit $ 485.60 $ 276.96 $ 208.64
Gross Loss $ 75.82 $ 40.90 $ 34.92
Ratio Gross Profit/Loss 6.40 6.77 5.97
Percent Profitable Trades 75.8% 76.5% 75.0%
Number Trades 33 17 16
Number Winnning Trades 25 13 12
Number Losing Trades 8 4 4
Largest Winnning Trade Profit $ 73.70 $ 63.78 $ 73.70
Largest Losing Trade Loss $ 15.06 $ 15.06 $ 14.72
Average Trade Profit $ 12.42 $ 13.89 $ 10.86
Average Winnning Trade Profit $ 19.42 $ 21.30 $ 17.39
Average Losing Trade Loss $ 9.48 $ 10.23 $ 8.73
Ratio Avg Win/Avg Loss 2.05 2.08 1.99
Maximum Consecutive Winners 19 9 11
Maximum Consecutive Losers 3 1 3
Average Trade Span 5 bars 5 bars 4 bars
Average Winning Trade Span 5 bars 6 bars 4 bars
Average Losing Trade Span 4 bars 4 bars 3 bars
Longest Trade Span 12 bars 12 bars 9 bars
Longest Winning Trade Span 12 bars 12 bars 9 bars
Longest Losing Trade Span 10 bars 10 bars 4 bars
Largest Contracts Traded 1 1 1
Largest Winning Contracts Traded 1 1 1
Largest Losing Contracts Traded 1 1 1
Average Contracts Traded 1 1 1
Average Winning Contracts Traded 1 1 1
Average Losing Contracts Traded 1 1 1
Commissions Paid $ 0.00 $ 0.00 $ 0.00
Maximum Drawdown $ 25.50 $ 25.50 $ 22.68
Maximum Open Trade Drawdown $ 43.66 $ 43.66 $ 19.24
Required Account Size $ 960.86 $ 960.86 $ 960.86

TRADE BY TRADE
Date Signal Contracts Fill Date Price Commission %Retu
7/1/97 Long Entry 1 7/2/97 $ 891.020 $ 0.00
7/2/97 Long Exit 1 7/3/97 $ 904.020 $ 0.00 1.5%
7/2/97 Short Entry 1 7/3/97 $ 904.020 $ 0.00
7/8/97 Short Exit 1 7/9/97 $ 918.740 $ 0.00 -1.6%
7/8/97 Long Entry 1 7/9/97 $ 918.740 $ 0.00
7/9/97 Long Exit 1 7/10/97 $ 907.540 $ 0.00 -1.2%
7/9/97 Short Entry 1 7/10/97 $ 907.540 $ 0.00
7/11/97 Short Exit 1 7/14/97 $ 916.680 $ 0.00 -1.0%
7/11/97 Long Entry 1 7/14/97 $ 916.680 $ 0.00
7/28/97 Long Exit 1 7/29/97 $ 936.440 $ 0.00 2.2%
7/28/97 Short Entry 1 7/29/97 $ 936.440 $ 0.00
7/29/97 Short Exit 1 7/30/97 $ 942.280 $ 0.00 -0.6%
7/29/97 Long Entry 1 7/30/97 $ 942.280 $ 0.00
8/1/97 Long Exit 1 8/4/97 $ 947.140 $ 0.00 0.5%
8/1/97 Short Entry 1 8/4/97 $ 947.140 $ 0.00
8/5/97 Short Exit 1 8/6/97 $ 952.360 $ 0.00 -0.6%
8/5/97 Long Entry 1 8/6/97 $ 952.360 $ 0.00
8/7/97 Long Exit 1 8/8/97 $ 951.180 $ 0.00 -0.1%
8/7/97 Short Entry 1 8/8/97 $ 951.180 $ 0.00
8/11/97 Short Exit 1 8/12/97 $ 937.000 $ 0.00 1.5%
8/11/97 Long Entry 1 8/12/97 $ 937.000 $ 0.00
8/22/97 Long Exit 1 8/25/97 $ 923.540 $ 0.00 -1.4%
8/22/97 Short Entry 1 8/25/97 $ 923.540 $ 0.00
8/27/97 Short Exit 1 8/28/97 $ 913.700 $ 0.00 1.1%
8/27/97 Long Entry 1 8/28/97 $ 913.700 $ 0.00
9/8/97 Long Exit 1 9/9/97 $ 931.200 $ 0.00 1.9%
9/8/97 Short Entry 1 9/9/97 $ 931.200 $ 0.00
9/11/97 Short Exit 1 9/12/97 $ 912.580 $ 0.00 2.0%
9/11/97 Long Entry 1 9/12/97 $ 912.580 $ 0.00
9/19/97 Long Exit 1 9/22/97 $ 950.500 $ 0.00 4.2%
9/19/97 Short Entry 1 9/22/97 $ 950.500 $ 0.00
9/25/97 Short Exit 1 9/26/97 $ 937.900 $ 0.00 1.3%
9/25/97 Long Entry 1 9/26/97 $ 937.900 $ 0.00
9/29/97 Long Exit 1 9/30/97 $ 953.340 $ 0.00 1.6%
9/29/97 Short Entry 1 9/30/97 $ 953.340 $ 0.00
9/30/97 Short Exit 1 10/1/97 $ 950.920 $ 0.00 0.3%
9/30/97 Long Entry 1 10/1/97 $ 950.920 $ 0.00
10/6/97 Long Exit 1 10/7/97 $ 972.680 $ 0.00 2.3%
10/6/97 Short Entry 1 10/7/97 $ 972.680 $ 0.00
10/14/97 Short Exit 1 10/15/97 $ 970.280 $ 0.00 0.2%
10/14/97 Long Entry 1 10/15/97 $ 970.280 $ 0.00
10/16/97 Long Exit 1 10/17/97 $ 955.220 $ 0.00 -1.6%
10/16/97 Short Entry 1 10/17/97 $ 955.220 $ 0.00
10/17/97 Short Exit 1 10/20/97 $ 944.160 $ 0.00 1.2%
10/17/97 Long Entry 1 10/20/97 $ 944.160 $ 0.00
10/23/97 Long Exit 1 10/24/97 $ 950.680 $ 0.00 0.7%
10/23/97 Short Entry 1 10/24/97 $ 950.680 $ 0.00
10/27/97 Short Exit 1 10/28/97 $ 876.980 $ 0.00 7.8%
10/27/97 Long Entry 1 10/28/97 $ 876.980 $ 0.00
11/4/97 Long Exit 1 11/5/97 $ 940.760 $ 0.00 7.3%
11/4/97 Short Entry 1 11/5/97 $ 940.760 $ 0.00
11/10/97 Short Exit 1 11/11/97 $ 921.120 $ 0.00 2.1%
11/10/97 Long Entry 1 11/11/97 $ 921.120 $ 0.00
11/20/97 Long Exit 1 11/21/97 $ 958.980 $ 0.00 4.1%
11/20/97 Short Entry 1 11/21/97 $ 958.980 $ 0.00
11/25/97 Short Exit 1 11/26/97 $ 950.820 $ 0.00 0.9%
11/25/97 Long Entry 1 11/26/97 $ 950.820 $ 0.00
12/1/97 Long Exit 1 12/2/97 $ 974.780 $ 0.00 2.5%
12/1/97 Short Entry 1 12/2/97 $ 974.780 $ 0.00
12/11/97 Short Exit 1 12/12/97 $ 954.940 $ 0.00 2.0%
12/11/97 Long Entry 1 12/12/97 $ 954.940 $ 0.00
12/18/97 Long Exit 1 12/19/97 $ 955.300 $ 0.00 0.0%
12/18/97 Short Entry 1 12/19/97 $ 955.300 $ 0.00
12/23/97 Short Exit 1 12/24/97 $ 939.120 $ 0.00 1.7%
12/23/97 Long Entry 1 12/24/97 $ 939.120 $ 0.00
12/29/97 Long Exit 1 12/29/97 $ 953.360 $ 0.00 1.5%

As you can see, the net was on the right side of the trade for the Oct
27 'crash', and has been pretty consitent since then. It was trained
on four years of data, and tested on the above six months out of
sample. It's not quite there yet, as I have yet to add stop losses
and fine tune the trading strategy. But it gives you an idea of what
can be done...

Optim
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