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SummaryIn the previous article, we explained the premise of realizing the trading strategy from the aspects of the introduction of the M language , the basic grammar, the model execution method, and the model classification. In this article, we will continue the previous part, from the commonly used strategy modules and technologies. Indicators, step by step to help you achieve a viable intraday quantitative trading strategy.
Stage IncreaseStage increase is calculating the percentage of current K line's closing price compare with previous N periods of closing price's difference. For example: Computing the latest 10 K-lines stage increases, can be written:
CLOSE_0:=CLOSE; //get the current K-line's closing price, and save the results to variable CLOSE_0. CLOSE_10:=REF(CLOSE,10); //get the pervious 10 K-lines' closing price, and save the results to variable CLOSE_10 (CLOSE_0-CLOSE_10)/CLOSE_10*100;//calculating the percentage of current K line's closing price compare with previous N periods of closing price's difference.
New high priceThe new high price is calculated by whether the current K line is greater than N cycles' highest price. For example: calculating whether the current K line is greater than the latest 10 K-lines' highest price, can be written:
HHV_10:=HHV(HIGH,10); //Get the highest price of latest 10 K-lines, which includes the current K-line. HIGH>REF(HHV_10,1); //Judge whether the current K-line's highest price is greater than pervious K-lines' HHV_10 value.
Price raise with massive trading volume increaseFor example: If the current K line's closing price is 1.5 times of the closing price of the previous 10 K-lines, which means in 10 days, the price has risen 50%; and the trading volume also increased more than 5 times of the pervious 10 K-lines. can be written:
CLOSE_10:=REF(CLOSE,10); //get the 10th K-line closing price IS_CLOSE:=CLOSE/CLOSE_10>1.5; //Judging whether the current K Line closing price is 1.5 times greater than the value of CLOSE_10 VOL_MA_10:=MA(VOL,10); //get the latest 10 K-lines' average trading volume IS_VOL:=VOL>VOL_MA_10*5; //Judging whether the current K-line's trading volume is 5 times greater than the value of VOL_MA_10 IS_CLOSE AND IS_VOL; //Judging whether the condition of IS_CLOSE and IS_VOL are both true.
Price narrow-shock marketNarrow-shock market means that the price is maintained within a certain range in the recent period. For example: If the highest price in 10 cycles minus the lowest price in 10 cycles, the result divided by the current K-line's closing price is less than 0.05. can be written:
HHV_10:=HHV(CLOSE,10); //Get the highest price in 10 cycles(including current K-line) LLV_10:=LLV(CLOSE,10); //Get the lowest price in 10 cycles(including current K-line) (HHV_10-LLV_10)/CLOSE<0.05; //Judging whether the difference between HHV_10 and LLV_10 divided by current k-line's closing price is less than 0.05.
Moving average indicates bull marketMoving Average indicates long and short direction, K line supported by or resisted by 5，10，20，30，60 moving average line, Moving average indicates bull market or bear market. can be written:
MA_5:=MA(CLOSE,5); //get the moving average of 5 cycle closing price. MA_10:=MA(CLOSE,10);//get the moving average of 10 cycle closing price. MA_20:=MA(CLOSE,20);//get the moving average of 20 cycle closing price. MA_30:=MA(CLOSE,30);//get the moving average of 30 cycle closing price. MA_5>MA_10 AND MA_10>MA_20 AND MA_20>MA_30; //determine wether the MA_5 is greater than MA_10, and MA_10 is greater than MA_20, and MA_20 is greater than MA_30.
Previous high price and its locationsTo obtain the location of the previous high price and its location, you can use FMZ Quant API directly. can be written:
HHV_20:=HHV(HIGH,20); //get the highest price of 20 cycle(including current K line) HHVBARS_20:=HHVBARS(HIGH,20); //get the number of cycles from the highest price in 20 cycles to current K line HHV_60_40:REF(HHV_20,40); //get the highest price between 60 cycles and 40 cycles.
Price gap jumpingThe price gap is the case where the highest and lowest prices of the two K lines are not connected. It consists of two K lines, and the price gap is the reference price of the support and pressure points in the future price movement. When a price gap occurs, it can be assumed that an acceleration along the trend with original direction has begun. can be written:
HHV_1:=REF(H,1); //get the pervious K line's highest price LLV_1:=REF(L,1); //get the pervious K line's lowest price HH:=L>HHV_1; //judging wether the current K line's lowest price is greater than pervious K line's highest price (jump up) LL:=H
Common technical indicatorsMoving average
From a statistical point of view, the moving average is the arithmetic average of the daily price, which is a trending price trajectory. The moving average system is a common technical tool used by most analysts. From a technical point of view, it is a factor that affects the psychological price of technical analysts. The decision-making factor of thinking trading is a good reference tool for technical analysts. The FMZ Quant tool supports many different types of moving averages, as shown below:
MA_DEMO:MA(CLOSE,5); // get the moving average of 5 cycle MA_DEMO:EMA(CLOSE,15); // get the smooth moving average of 15 cycle MA_DEMO:EMA2(CLOSE,10);// get the linear weighted moving average of 10 cycle MA_DEMO:EMAWH(CLOSE,50); // get the exponentially weighted moving average of 50 cycle MA_DEMO:DMA(CLOSE,100); // get the dynamic moving average of 100 cycle MA_DEMO:SMA(CLOSE,10,3); // get the fixed weight of 3 moving average of closing price in 10 cycle MA_DEMO:ADMA(CLOSE,9,2,30); // get the fast-line 2 and slow-line 30 Kaufman moving average of closing price in 9 cycle.
Bollinger bands is also based on the statistical principle. The middle rail is calculated according to the N-day moving average, and the upper and lower rails are calculated according to the standard deviation. When the BOLL channel starts changing from wide to narrow, which means the price will gradually returns to the mean. When the BOLL channel is changing from narrow to wide, it means that the market will start to change. If the price is up cross the upper rail, it means that the buying power is enhanced. If the price down cross the lower rail, it indicates that the selling power is enhanced.
Among all the technical indicators, Bollinger Bands calculation method is one of the most complicated, which introduces the concept of standard deviation in statistics, involving the middle trajectory ( MB ), the upper trajectory ( UP ) and the lower trajectory ( DN ). luckily, you don't have to know the calculation details, you can use it directly on FMZ Quant platform as follows:
MID:MA(CLOSE,100); //calculating moving average of 100 cycle, call it Bollinger Bands middle trajectory TMP2:=STD(CLOSE,100); //calculating standard deviation of closing price of 100 cycle. TOP:MID+2*TMP2; //calculating middle trajectory plus 2 times of standard deviation, call it upper trajectory BOTTOM:MID-2*TMP2; //calculating middle trajectory plus 2 times of standard deviation, call it lower trajectory
The MACD indicator is a double smoothing operation using fast (short-term) and slow (long-term) moving averages and their aggregation and separation. The MACD developed according to the principle of moving averages removes the defect that the moving average frequently emits false signals, and also retains the effect of the other good aspect. Therefore, the MACD indicator has the trend and stability of the moving average. It was used to study the timing of buying and selling stocks and predicts stock price change. You can use it as follows:
DIFF:EMA(CLOSE,10)-EMA(CLOSE,50); //First calculating the difference between short-term moving average and long-term moving average. DEA:EMA(DIFF,10); //Then calculating average of the difference.The above is the commonly used strategy module in the development of quantitative trading strategies. In addition, there are far more than that. Through the above module examples, you can also implement several trading modules that you use most frequently in subjective trading. The methods are the same. Next, we began to write a viable intraday trading strategy.
Strategy WritingIn the Forex spot market, there is a wellknown strategy called HANS123. Its logic are basically judging wether the price breaks through the highest or lowest price of the number of K lines after the market opening
// Data Calculation Q:=BARSLAST(DATA<>REF(DATA,1))+1; //Calculating the number of period from the first K line of the current trading day to current k line, and assign the results to N HH:=VALUEWHEN(TIME=0930,HHV(H,Q)); //when time is 9:30, get the highest price of N cycles, and assign the results to HH LL:=VALUEWHEN(TIME=0930,LLV(L,Q)); //When time is 9:30, get the lowest price of N cycles, and assign the results to LL //Placing Orders TIME>0930 AND TIME<1445 AND C>HH,BK; //If the time is greater than 9:30 and lesser than 14:45, and the closing price is greater than HH, opening long position. TIME>0930 AND TIME<1445 AND C
To sum upAbove we have learned the concept of the strategy module. Through several commonly used strategy module cases, we had a general idea of the FMZ Quant programming tools, it can be said that learning to write strategy modules and improve programming logic thinking is a key step in advanced quantitative trading. Finally, we used the FMZ Quant tool to implement the trading strategy according a classical Forex trading strategy.
Next section noticeMaybe there are still some confusion for some people, mainly because of the coding part. Don't worry, we have already thought of that for you. On the FMZ Quant platform, there is another even easier programming tool for beginners. It is the visual programming, let's learn it soon!
MACD indicator is a popular technique, very powerful and relatively easy to use. This graphical tool is just the difference of the moving averages over (see article moving averages, particularly in the area of their intersection) and their exponential average (signal) on both sides of line 0. It is a crossing of the MACD and the signal line, and crossing the line 0, which give an indication of ... The MACD indicator is often used to confirm the trend in a price-chart. If the latest histogram bar is higher than the previous bar, this shows that an uptrend is starting to form. Similarly, if the latest bar is lower than the previous bar, this signals the start of an upcoming downtrend. Learn more, take our free course: MACD Fast Track. Here’s the MACD indicator applied below the 4-hour ... This strategy is a combination of the MACD with overbought/oversold stocks or Forex signals produced by money flow index. If the MFI gives you a signal of a bearish cross over the MACD lines, there is a potential short trade. This strategy is the same way in the opposite direction for long trades. The chart above is the 10-minute chart of Bank of America (BAC). The green circle is the moment ... Five Forex Indicators Explained. As noted earlier, there are a lot of contenders for the most popular trading indicator – and some get quite complicated, such as Forex technical indicators which measure 'open prices', 'highs', 'lows', 'closing prices' and 'volumes'. This is why you should start with the more simple Forex trading indicators. MACD Indicator Explained; Moving averages are often used to determine and track trends. Each moving average has its own significance. For instance, the 350, 200, 50, and 10 day moving averages are interpreted and traded differently. The variety of moving averages and how to read them will be discussed in a later article. What is the MACD? The Moving Average Convergence Divergence (MACD for ... The indicator can be applied to any timeframe, but it’s preferable to choose those from H1 and bigger. How the MACD indicator works. The main idea behind the MACD is that it subtracts the longer-term moving average from the shorter-term moving average. In this way, it transforms the trend indicator into momentum and combines the ... Moving Average Convergence Divergence – MACD The most popular indicator used in technical analysis, the moving average convergence divergence (MACD), created by Gerald Appel. MACD is a trend-following momentum indicator, designed to reveal changes in the strength, direction, momentum, and duration of a trend in a financial instrument’s price Historical evolution of MACD, - Gerald Appel ... Different MACD Indicator Settings. Once you select the MACD from the indicator menu, the values of 12, 26 and 9 are given as the default parameter setting. In most cases, you’ll be okay with that. However, it can also happen that you want to experiment a bit. • what is MACD indicator and how MACD works in forex and stock market • how to use and how to read MACD (how to buy and sell using moving average convergence divergence indicator) • how to interpret MACD when trading stocks (MACD explained for beginners) • how does MACD indicator work in forex and how to correctly trade with MACD indicator • how does MACD histogram work and how is ... MACD er – lige som de almindelige glidende gennemsnit – en såkaldt lagging indicator, der altid er lidt bagud i tid. Det er derfor ikke en indikator, der skal bruges alene. Den kan fortælle en masse om en trends retning og styrke, men den er ikke altid optimal til at give helt konkrete købs- og salgssignaler.
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www.Trading-Strategie.com - Der MACD-Indikator ist ein wichtiger technisches Analyse-Werkzeug. Kurz und knapp werden die Grundlagen erklärt. The MACD indicator explained simply and understadably. // MACD trading strategy, MACD histogram, MACD EMA, MACD explained, MACD strategy, MACD trading, MACD ... In today's video we are going to talk about MACD indicator (with a couple of strategies) and how you can use it in your technical analysis. In the end I will... Understanding MACD Indicator (Moving Average Convergence-Divergence) The MACD Indicator is explained simply in this casual and informative 3 minute training ... Introduction to macd for beginners. If you don't know what the macd indicator is all about, i'll have the macd indicator explained to you in detail. You can ... The MACD indicator, also known as the Moving Average Convergence Divergence Indicator is a favorite amongst Forex traders. This is not a good sign. But if yo...