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汇海游
注册时间2019-02-02
[讨论]做一些研究,分享过程结论。
楼主发表于:2022-04-25 05:41只看该作者倒序浏览
1楼 电梯直达
电梯直达
把交易搞得玄乎,实在是无助于进步。有用就是有用,没用就是没用。做一些研究,主要是用mql5(mt4的数据差,回测可能不太对)去验证,验证一些想法是否有效,把大概的过程和结论和大家分享,也希望大家多给建议,多交流。 计算机语言,个人也是个菜鸡,不过,研究一些简单的方法的有效性及其影响因素,估计还是可以的。 计划是,以突破平台这个系统为依托,来研究影响因素。大概的步骤 1平台突破是否有效; 2平台是如何影响胜率的; 3止损是如何影响胜率的; 4给止盈加逻辑:“走不动”出场,研究其有效性。 把这几个问题都研究清楚,我想,应该可以出一些结论,甚至形成一套可靠的交易系统。 太懒了,在这里发,可能能稍微激励一下我。 不定期更新。
TK29帖子1楼右侧xm竖版广告90-240
个性签名

韬客社区www.talkfx.co

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TK30+TK31帖子一樓廣告
TK30+TK31帖子一樓廣告
齐天大胜
注册时间2012-12-18
汇海游
注册时间2019-02-02
楼主发表于:2022-04-29 05:39只看该作者
4楼
奇了怪了,我自己的帖子,找不到...还要搜索。
个性签名

韬客社区www.talkfx.co

汇海游
注册时间2019-02-02
楼主发表于:2022-04-29 05:44只看该作者
5楼
C:\Users\JDKJ\Desktop\1651210971(1).jpg 有点小问题:复盘后,指标显示不出来,不知道有了解的吗?
汇海游
注册时间2019-02-02
楼主发表于:2022-04-29 05:46只看该作者
6楼
我不会发图片。。。不能复制粘贴图片,要地址,地址怎么弄??
喜糖
注册时间2009-11-10
发表于:2022-04-29 06:25只看该作者
7楼
点击右上角的回复就能上传图片了
汇海游
注册时间2019-02-02
楼主发表于:2022-04-29 07:46只看该作者
8楼
这是个编程的问题:技术指标要刷新才会出现信号,不刷新随着行情走,没有信号。 如图: 不知道有懂mql4/5的没。 我琢磨这先写出技术指标,然后在改成ea跑回撤。 (这里图太大,我转存相册再分享才小一点。。) 737799672dfa54a91e6475f44f3bc8f.png737799672dfa54a91e6475f44f3bc8f.png
汇海游
注册时间2019-02-02
楼主发表于:2022-04-29 10:20只看该作者
9楼
1,平台突破是否有效。 我打算用平台和非平台对比,非平台也就是相对小平台,横盘长的和横盘短的做对比:区间底部止损,突破开仓,固定1倍止盈,通过比较胜率判断平台突破是否有优势。
个性签名

韬客社区www.talkfx.co

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论坛谏言--外汇交易不应是你投资的全部,交易外汇也不应是你生活的全部
汇海游
注册时间2019-02-02
楼主发表于:2022-04-30 07:34只看该作者
10楼
mql5,我还写不出来eaemoji-image先用mt4凑合跑回测。用5m,平台最少5根K线。只做多(这样回测快)。 1.1首先是,盘整时间比前面推动比,是1.5到3倍的时间。
看不懂趋势
注册时间2010-04-11
积极参与奖幸运星射手座
发表于:2022-04-30 08:00只看该作者
11楼
潜心研究,难得一见,支持。
汇海游
注册时间2019-02-02
楼主发表于:2022-04-30 09:08只看该作者
12楼
1.1的结果:data:image/png;base64,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 跑了最近半年的欧美数据,胜率43%。 说来奇怪,那种按道理是50%的策略,我跑过几次都是40多一点。这里也是,1:1盈亏比胜率43%,不过有不少差一点点到止盈的,也有不少突破后走很久的。 突破后墨迹的,建仓移动,突破后快速到保守止盈可等走缓出,这样的话,50%胜率,也可确保获利稳定。 1.1 平台盘整时间为3-6倍时,看看回测结果如何,胜率怎么样。
汇海游
注册时间2019-02-02
楼主发表于:2022-04-30 09:14只看该作者
13楼
我自己回复,审核什么??
汇海游
注册时间2019-02-02
楼主发表于:2022-04-30 09:25只看该作者
14楼
1md截图审核了,,。1.1结论:盘整1-3倍时间,得到的结果是,43%胜率,连盈/连亏=1.5左右。 按道理胜率接近50%才正常呀,可能40%也接近50%吧emoji-image
汇海游
注册时间2019-02-02
楼主发表于:2022-04-30 09:34只看该作者
15楼
1.2回测结果出来了。盘整时间3-6倍,单量104,胜率41%相对1-3倍的单量307胜率43%,胜率并没有明显变化.。 但连亏次数从5到3,变化明显。 我选取的盘整,时间在6-90根k不等,周期5im。 结论是:盘整时间长并不导致胜率高,只会使结果稳定(方差)。 玩个球呀,,,
汇海游
注册时间2019-02-02
楼主发表于:2022-04-30 09:41只看该作者
16楼
策略要置于具体的k线环境下,才能更好的发挥作用。比如突破后离下一个高低点太近,不适合入场。但环境信息又不太容易量化。。。
汇海游
注册时间2019-02-02
楼主发表于:2022-04-30 09:43只看该作者
17楼
3止损是如何影响的,把止损放在突破k上看看
汇海游
注册时间2019-02-02
楼主发表于:2022-04-30 09:58只看该作者
18楼
我严重怀疑是代码有漏洞。我估计亏快速止损后,又判断突破又入场。因为联营次数6,连亏次为7,但最大联营/连亏=2了。 止损放在突破k后 胜率39%,最大联营/连亏=2,说明止损放在突破k,具有明显优势比值从1.5到2。
汇海游
注册时间2019-02-02
楼主发表于:2022-04-30 10:09只看该作者
19楼
把止损放在突破k前一根k下,胜率差别0.6%,差别不大。 这就说明:突破k止损,并没有明显优势
汇海游
注册时间2019-02-02
楼主发表于:2022-04-30 10:10只看该作者
20楼
汇海游 发表于 2022-4-30 18:09
把止损放在突破k前一根k下,胜率差别0.6%,差别不大。 这就说明:突破k止损,并没有明显优势
说错了,突破k止损有优势,但是最近一根还是两根下,无优势。
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