Liquidity Weighted Moving Averages [AlgoAlpha]Description:
The Liquidity Weighted Moving Averages by AlgoAlpha is a unique approach to identifying underlying trends in the market by looking at candle bars with the highest level of liquidity. This script offers a modified version of the classical MA crossover indicator that aims to be less noisy by using liquidity to determine the true fair value of price and where it should place more emphasis on when calculating the average.
Rationale:
It is common knowledge that liquidity makes it harder for market participants to move the price of assets, using this logic, we can determine the coincident liquidity of each bar by looking at the volume divided by the distance between the opening and closing price of that bar. If there is a higher volume but the opening and closing prices are near each other, this means that there was a high level of liquidity in that bar. We then use standard deviations to filter out high spikes of liquidity and record the closing prices on those bars. An average is then applied to these recorded prices only instead of taking the average of every single bar to avoid including outliers in the data processing.
Key features:
Customizable:
Fast Length - the period of the fast-moving average
Slow Length - the period of the slow-moving average
Outlier Threshold Length - the period of the outlier processing algorithm to detect spikes in liquidity
Significant Noise reduction from outliers:
Cari dalam skrip untuk "MA Cross"
TTP Green/Red Consecutive CandlesThis indicator counts consecutive green/red candles offering some basic statistics and signals/alerts.
Features
- Counts consecutive green/red candles in an oscillator chart
- Moving average of the counting helps spotting when the consecutive candles are away from the mean. MA length and multiplier to adjust the signal sensitivity.
- Thresholds can be set to backtest and send alerts on any number of arbitrary consecutive candles of the same color.
- All time highs: the indicator keeps track of when the maximum has been reached
- Distribution data: the number of times each number of consecutive color candles has been reached is offered
Signals
- Threshold signal triggers when the number of candles of the same color is above the specified threshold.
- MA cross signal triggers when the number of candles of the same color is above the MA.
Financial Astrology Crypto ML Daily TrendThis daily trend indicator is based on financial astrology cycles detected with advanced machine learning techniques for the crypto-currencies research portfolio: ADA, BAT, BNB, BTC, DASH, EOS, ETC, ETH, LINK, LTC, XLM, XMR, XRP, ZEC and ZRX. The daily price trend is forecasted through this planets cycles (angular aspects, speed, declination), fast ones are based on Moon, Mercury, Venus and Sun and Mid term cycles are based on Mars, Vesta and Ceres. The combination of all this cycles produce a daily price trend prediction that is encoded into a PineScript array using binary format "0 or 1" that represent sell and buy signals respectively. The indicator provides signals since 2021-01-01 to 2022-12-31, the past months signals purpose is to support backtesting of the indicator combined with other technical indicator entries like MAs, RSI or Stochastic. For future predictions besides 2022 a machine learning models re-train phase will be required.
The resolution of this indicator is 1D, you can tune a parameter where you can determine how many future bars of daily trend are plotted and adjust an hours shift to anticipate future signals into current bar in order to produce a leading indicator effect to anticipate the trend changes with some hours of anticipation. Combined with technical analysis indicators this daily trend is very powerful because can help to produce approximately 60% of profitable signals based on the backtesting results. You can look at our open source Github repositories to validate accuracy using the backtesting strategies we have implemented in Jesse Crypto Trading Framework as proof of concept of the predictive potential of this indicator. Alternatively, we have implemented a PineScript strategy that use this indicator, just consider that we are pending to do signals update to the period July 2021 to December 2022: This strategy have accumulated more than 110 likes and many traders have validated the predictive power of Financial Astrology.
DISCLAIMER: This indicator is experimental and don’t provide financial or investment advice, the main purpose is to demonstrate the predictive power of financial astrology. Any allocation of funds following the documented machine learning model prediction is a high-risk endeavour and it’s the users responsibility to practice healthy risk management according to your situation.
RedK Compound Ratio Moving Average (CoRa_Wave)
Compound Ratio Weighted Average (CoRa_Wave) is a moving average where the weights increase in a "logarithmically linear" way - from the furthest point in the data to the current point - the formula to calculate these weights work in a similar way to how "compound ratio" works - you start with an initial amount, then add a consistent "ratio of the cumulative prior sum" each period until you reach the end amount. The result is, the "step ratio" between the weights is consistent - This is not the case with linear-weights moving average (WMA), or EMA
- for example, if you consider a Weighted Moving Average (WMA) of length 5, the weights will be (from the furthest point towards the most current) 1, 2, 3, 4, 5 -- we can see that the ratio between these weights are inconsistent. in fact, the ratio between the 2 furthest points is 2:1, but the ratio between the most recent points is 5:4 -- the ratio is inconsistent, and in fact, more recent points are not getting the best weights they should/can get to counter-act the lag effect. Using the Compound ratio approach addresses that point.
a key advantage here is that we can significantly reduce the "tail weight" - which is "relatively" large in other MAs and would be main cause for lag - giving more weights to the most recent data points - and in a way that is consistent, reliable and easy to "code"
- the outcome is, a moving average line that suffers very little lag regardless of the length, and that can be relied on to track the price movements and swings closely.
other features:
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- An accelerator, or multiplier, has been added to further increase the "aggressiveness" of the moving average line, giving even more weights to the more recent points - the multiplier will have more effect between 1 and 5, then will have a diminishing effect after that - note that a multiplier of 0 (which effectively causes a comp. ratio of 0 to be applied) will produce a Simple Moving Average line :)
- We also added the ability to use an "automatic smoothing" mechanism, that user can over-ride by manually choosing how much smoothing is used. This gives more flexibility to how we can leverage this Moving Average in our charting.
- User can also select the Resolution and Source price for the CoRa_Wave. by default, they will be set to "same as chart" and hlc3
here are the formulas for our Compound Ratio moving average:
Compound Weight ratio r = (A/P)^1/t - 1
Weight at time t A = P(1 + r)^t
= Start_val * (1 + r) ^ index
index in the above formula is 0 for the furthest point out
Here's how CoRa_Wave compares to other common moving averages all set to the same length (20)
Proposed Usage
- CoRa_Wave can be used for any scenarios where we need a moving average that closely tracks the price, trend, swings with high responsiveness and little lag
- MA Cross-over scenarios - against another CoRa_Wave or any other MA
- below is a quick example scenario for how to utilize 2 CoRa_Wave lines of same length (one for open and one for closing price) to track swings and trends
- get as creative as you need :)
Code is commented - please feel free to leverage or customize further as you need.
👉 if you are interested in other moving averages i posted before, please check out the FiMA and the v_Wave ...
+ True RSIThis is a better, cleaner version (in my opinion) of an part of an indicator I was using that was coded up by cI8DH. I reached out to him about cleaning up the code (things weren't working) for Pinescript v4, but he no longer seems to be active, so I thought I might take it upon myself to at least work out this portion of the indicator.
Much credit goes to him. Below is the indicator that he coded, of which only one part have I made additions to.
So, he calls this the True RSI. I was using it as part of the USI, which I posted above (it's the MA Percent indicator type). To my eyes it's not far different from the standard RSI, so I probably could have just made a version of that, but I like this one, and I was excited to add a few things (like candle coloring, which no longer works with his version!).
So, what's different?
I added two different background fills.
I made the lines types for the extremities and midline more appropriate for the indicator.
I added bullish, bearish, overbought, and oversold candle coloring.
I added a multitude of moving averages as well.
If this looks like my '+ %B' indicator, that is because I basically just moved the MA's and candle coloring code over. One could probably do this with many different indicators.
In the future I will probably add alerts, and maybe MA cross candles as well. Or not. Well, almost certainly alerts. Please enjoy!
MarketVision AWith Special Thanks to Everyone who has gone before me, and who have both allowed me and given me Permission to bring my version of Market Cipher to the World
Especially LazyBear for his amazing Wave Trend Oscillator and for Aevir, falconCoin, vumanchu, Crypto_Spike and others who have freely brought MarketCipher to the Tradingview Community and Also JustUncleL for his Multiple MA Variations / types
MarketVision A - My take on MarketCipher A / Market Cipher A But with a few Additions
A Combination of;
Different Types of Moving Averages including a Ribbon which can be switched off
MA Cross Over Signals &
Signals Obtained from Wave Trend and Trend Meter
Lots Of Alerts
Use Stand Alone or In Combination with MarketVision B Aswell As Support and Resistance
PS All the Signals are defined in the menu
Relative strength DivergenceThe following indicator uses relative comparison of two assets by the formula n/s3, where n is the t asset on the screen while s3 the underlying assets it is being compared to. The usefulness of the indicator is to primarily compare the assets being traded like BTC (most prominent crypto with largest market cap), with some other crypto like TRX(this has a relatively smaller market cap). Since we get a broader market view through relative comparison of the two assets, the most important function is to find the edge through divergences. Just like RSI the divergences rules would be the same and most important trades would be trades in the direction of the trend along accompanies by divergences that are in line with the trend. Simple divergences work for the best trades with default settings. Although BTCUSD is the default asset to compare with it can be switched with any other asset as well, but it is very much preferred that one uses some type of index as the base asset for comparison. Other than that for simple trading the trend MA crossover can also be used as a signal for simple trend following.
Flunki TWAP minus MTF TWAP Oscillator
Heys,
Herewith a another simple oscillator that show the difference in price between a selectable timeframe TWAP and another alternative selectable timeframe TWAP
This is shown as a histogram.
Use numeric TWAP values for minutes (30, 60 ,720 whatever) and D, 3D, W, M for higher values
There is also a global timeframe which will set the timeframe for a global alternate timeframe (instead of current chart resolution)
On top of that is a Moving Average of the histogram value, shown as a blue / red line with an option to highlight this MA crossing zero, and an option to colour bars to this line.
Simple idea : Code open
Enjoy !
CS Ultimate MA CrossThis indicator adds 5 Moving Averages on your chart. You can select the MA Type: SMA, EMA, RMA or VWMA.
By selecting a Fast MA and a Slow MA you can also draw a cloud to make the Bull or Bear bias more visual. Possibility to add on the chart Long/Short signal.
MTF possible by changing the range which is particularly useful for HTF analysis while looking a LTF price action.
Gastitan MA-cross/RSI/PSARThis script gives
moving average cross alert
RSI alert when change from bull to bear, and viceverse
Parabolic sar indicator
Also you have a panel with the current price and RSI values.
SVAMA - A Non Parametric Adaptive Moving Average Based On VolumeIntroduction
Technical indicators often have parameters settings that the user must enter, those are inconvenient when the user must design a strategy because such settings must be optimized, it must also been noted that the optimal settings at time t could change at time t+n , this is why non parametric indicators are more efficient. Today i propose a moving average adapting to the market volume without using parameters affecting the smoothing.
The Indicator
The volume is rescaled in a range of (1,0) by using max or min normalization. Exponential averaging is used to provide the moving average.
When using max normalization the moving average react faster when the volume is closer to its all time high, when using min normalization the moving average react faster when the volume is closer to its all time low. You can select the method (max or min) from the "Method" parameter.
Volume tend to be higher and more periodic with higher time-frames, this is why lower time-frames might return smoother results when using the Max method. It is recommended to use the Max method when we want a faster moving average while the Min method is more suited to get a slower moving average.
Both methods can provide an interesting MA-Cross system when used on higher time frames.
Conclusion
There should be more non parametric indicators, this would allow for faster and easier optimization processes when creating a strategy, in theory any indicator using a moving average or highest/lowest could be made non parametric by using a running mean or running max/min but the indicator might loose important information.
This is one of my main focus right now since such indicators could also allow for improvements when used with artificial intelligence. I hope you find an use to it, don't hesitate to send me your suggestions.
Thanks for reading !
McGruff Heikin Ashi MA Strategy (With Fill)A simple MA Cross strategy intended to be used with Heikin-Ashi candles.
Trend Impulse FilterIntroduction
There is a lot of indicators similar to this one, however i think this one don't share the same calculation method and this is why i share it. This indicator aim to forecast price direction using an exponential filter architecture using highest and lowest information for the estimation of a smoothing variable. This filter is similar to the average Max-Min filter.
The Indicator
In the code a is equal to 1 when the price is greater or lower than any past price over length period, else a is equal to 0. The center parameter control the filtering degree of the output, when center is equal to 1 and a = 1 the indicator return the highest or lowest depending on market current trend, when center is superior to 1 the output will be smoother, however the reactivity of the indicator will still depend on the length parameter.
A color option show you the trend of the market, however the generated signals are the same that can be generated from a Donchian channel.
When highest is greater than previous highest the indicator direction will move upward, else if lowest is lower than previous lowest the indicator direction will move downward. Therefore the indicator can give information on the Donchian channels direction and provide a nice filter.
Conclusions
Adapting to highest and lowest can make an indicator adapt to the essence of trend trading, the indicator i showed can be used as source for others indicator or in MA crossover strategies. If you have a strategy using Donchian channels you may be interested in using this indicator and se how it fit in your strategy. Hope you like it.
Thanks for reading !
Moving Average Cross & Bollinger BandsPut this together for users using the free version of tradingview. Combines MA Cross and Bollinger Bands into one indicator.
Donchian Channel Alerts R1 by JustUncleLThis idea is based on the Donchain Channel centre line Price action. When price moves from the highest/lowest point, the price will move to the center line first. At this point, the center line acts as dynamic support/resistance and often price will bounce back up. However, if price successfully breaks the centre line (primary entry condition), then prices will tend to catch up to the bottom channel line, many times making further moves in that direction (secondary entry condition).
This script alert idea is designed to be used with Renko (10pip brick recommended) Renko or Heikin Ashi (1 hour recommended) charts. It combines the Donchian Channel centre line price action with a directional coloured EMA (default length 8) to provide entry and exit signals.
There are three options to exit trade:
MA Cross (default exit) = exit occur when price breaks EMA in opposite direction.
Centre Cross = exit occurs when price breaks back passed the centre line in opposite direction.
Brick Colour = exit when a brick/bar paints in the opposite colour to trade direction.
Each Entry and Exit signal creates an Alertcondition that can be picked up by the TradingView Alarm system.
TIPS:
This type of Trading technique only works well in a trending market. Do not try to trade this technique in a ranging/flat market, wait for market to return to trend or pick another pair.
To get 10pip Bricks set Renko to "Traditional" type bricks and 0.001 for non-JPY currency pairs and 0.1 for JPY currency pairs. Also set chart Time frame to 5min or 15mins.
Renko chart:
Candlestick Trend Indicator v0.5 by JustUncleLRequested Update to this Indicator alert project. In this update I have added the option to be able select which Price Action candles you want included in the display and the generated alarm Alert. Other changes also included in this update:
Also added a Price Action candle for "Last Fractal S/R Break", this also a good continuation indication.
Added option to select a different moving average types for directional MA line.
Modified some default settings, using HullMA instead of Zero Lag EMA and standard MACD settings(12,26,9).
Description:
This is a trend following indicator and alert for Binary Options based on Candlestick patterns and trend line -
NOTE: original system was a forex trading system.
This code combines a number of indicators to create an overall trading strategy.
The indicator recognises and displays some useful candle named defined patterns that are used to support trend continuation:
Bearish + Bullish PinBars
Dark Cloud Cover
Piecing Line
Bullish + Bearish Harami
Bullish + Bearish Engulfing Candle
Bullish + Bearish Last Fractal S/R break
Also recognises main Price Action candles from ChrisMoody (CM), the four(4) price action patterns are colored coded bars:
Yellow = Inside Bar - breakout/continuance
Orange = Outside Bar - breakout/continuance
Aqua/Fuschia = Up/Down Shaved Bars - Buying/Selling pressure
Red/Green = Possible reversal PinBars - Reverse Down / reverse Up
The highlighted candles (maroon and darker green) represent the defined PA patterns that have been confirmed following the current trend direction that is indicated by the Hull MA(20) line (can select a different type of MA, or even disable) and confirmed by MACD direction (can be disabled). The confirmed Alerts are indication by green (buy) and red (sell) dots at the bottom of the chart. An alert is generated from this selection for the alert condition of the alarming system.
The fractal upper/lower break lines are also draw, if the (optional) last fractal break line is broken by a highlighted bar then this indicates a stronger trend conformation.
The MACD indicator MACD DEUTER 2 colour(12,26,9) you can visually see the MACD histogram colours with MACD direction - needs "MACD DEUTER 2 colour" indicator.
This multi-indicator set up is suitable for 1hr, 4hr and daily charts with 1-4 candle expiry.
References and Inspiration from:
Fractal Levels by RicardoSantos
Almost Zero Lag EMA
Candlestick Patterns With EMA by rmwaddelljr
CM_Price-Action-Bars by ChrisMoody
www.forexstrategiesresources.com
"Scalp Jockey - MTF MA Cross Visual Strategizer by JayRogers"
Baseline_VX1 & Strategy Baseline_VX1 *UPDATE-, ERROR FIXES HERE - pastebin.com
Simple MA Cross with integrated directional bground.
*Edit ma variable in the code to suit your chosen entry style.
To run in line with the VX family / or stand alone :-
Baseline_VX1 (This one)
MACD_VX1
Stoch_VX3
/Strategy, line up all three, place your bets - Black or Green :)
vdubsoxI've been asking for this concept for a while, a simple MA that rides the top side of the trend instead of the bottom, and by accident came across the 'Hull ma' on a TV blog post. I've added another two simple Moving averages to act as strength indicator with close proximity to the price.
The strategy is simple MA cross over but with the early indication using Hull ma gives you a heads up on trend / price reversal.
I'm using this in conjunction with BB set at 34. on a 1/3/5 min charts & Heiken Ashi to smooth out the noise with awesome success trading Binary options.