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ML Lorentzian Classification by jdehorty

99 USD

Demo downloaded: 116

Published: 26 September 2023

Current version: 1.8

ML Lorentzian Classification by jdehorty

4.5

Indicators
Minh Truong Pham
Version: 1.8
Updated: 22 April 2024
Activations: 8

█ OVERVIEW

A Lorentzian Distance Classifier (LDC) is a Machine Learning classification algorithm capable of categorizing historical data from a multi-dimensional feature space. This indicator demonstrates how Lorentzian Classification can also be used to predict the direction of future price movements when used as the distance metric for a novel implementation of an Approximate Nearest Neighbors (ANN) algorithm.

This indicator provide signal as buffer, so very easy for create EA from this indicator

█ BACKGROUND

In physics, Lorentzian space is perhaps best known for its role in describing the curvature of space-time in Einstein's theory of General Relativity (2). Interestingly, however, this abstract concept from theoretical physics also has tangible real-world applications in trading.

Recently, it was hypothesized that Lorentzian space was also well-suited for analyzing time-series data (4), (5). This hypothesis has been supported by several empirical studies that demonstrate that Lorentzian distance is more robust to outliers and noise than the more commonly used Euclidean distance (1), (3), (6). Furthermore, Lorentzian distance was also shown to outperform dozens of other highly regarded distance metrics, including Manhattan distance, Bhattacharyya similarity, and Cosine similarity (1), (3). Outside of Dynamic Time Warping based approaches, which are unfortunately too computationally intensive for PineScript at this time, the Lorentzian Distance metric consistently scores the highest mean accuracy over a wide variety of time series data sets (1).

Euclidean distance is commonly used as the default distance metric for NN-based search algorithms, but it may not always be the best choice when dealing with financial market data. This is because financial market data can be significantly impacted by proximity to major world events such as FOMC Meetings and Black Swan events. This event-based distortion of market data can be framed as similar to the gravitational warping caused by a massive object on the space-time continuum. For financial markets, the analogous continuum that experiences warping can be referred to as "price-time".

Below is a side-by-side comparison of how neighborhoods of similar historical points appear in three-dimensional Euclidean Space and Lorentzian Space (image 2)

This figure demonstrates how Lorentzian space can better accommodate the warping of price-time since the Lorentzian distance function compresses the Euclidean neighborhood in such a way that the new neighborhood distribution in Lorentzian space tends to cluster around each of the major feature axes in addition to the origin itself. This means that, even though some nearest neighbors will be the same regardless of the distance metric used, Lorentzian space will also allow for the consideration of historical points that would otherwise never be considered with a Euclidean distance metric.

Intuitively, the advantage inherent in the Lorentzian distance metric makes sense. For example, it is logical that the price action that occurs in the hours after Chairman Powell finishes delivering a speech would resemble at least some of the previous times when he finished delivering a speech. This may be true regardless of other factors, such as whether or not the market was overbought or oversold at the time or if the macro conditions were more bullish or bearish overall. These historical reference points are extremely valuable for predictive models, yet the Euclidean distance metric would miss these neighbors entirely, often in favor of irrelevant data points from the day before the event. By using Lorentzian distance as a metric, the ML model is instead able to consider the warping of price-time caused by the event and, ultimately, transcend the temporal bias imposed on it by the time series.

For more information on the implementation details of the Approximate Nearest Neighbors (ANN) algorithm used in this indicator, please refer to the detailed comments in the source code.

█ HOW TO USE

The image 3 is an explanatory breakdown of the different parts of this indicator as it appears in the interface

The image 4 is an explanation of the different settings for this indicator

General Settings:

Source - This has a default value of "hlc3" and is used to control the input data source.
Neighbors Count - This has a default value of 8, a minimum value of 1, a maximum value of 100, and a step of 1. It is used to control the number of neighbors to consider.
Max Bars Back - This has a default value of 2000.
Feature Count - This has a default value of 5, a minimum value of 2, and a maximum value of 5. It controls the number of features to use for ML predictions.
Color Compression - This has a default value of 1, a minimum value of 1, and a maximum value of 10. It is used to control the compression factor for adjusting the intensity of the color scale.
Show Exits - This has a default value of false. It controls whether to show the exit threshold on the chart.
Use Dynamic Exits - This has a default value of false. It is used to control whether to attempt to let profits ride by dynamically adjusting the exit threshold based on kernel regression.

Feature Engineering Settings:
Note: The Feature Engineering section is for fine-tuning the features used for ML predictions. The default values are optimized for the 4H to 12H timeframes for most charts, but they should also work reasonably well for other timeframes. By default, the model can support features that accept two parameters (Parameter A and Parameter B, respectively). Even though there are only 4 features provided by default, the same feature with different settings counts as two separate features. If the feature only accepts one parameter, then the second parameter will default to EMA-based smoothing with a default value of 1. These features represent the most effective combination I have encountered in my testing, but additional features may be added as additional options in the future.

Feature 1 - This has a default value of "RSI" and options are: "RSI", "WT", "CCI", "ADX".
Feature 2 - This has a default value of "WT" and options are: "RSI", "WT", "CCI", "ADX".
Feature 3 - This has a default value of "CCI" and options are: "RSI", "WT", "CCI", "ADX".
Feature 4 - This has a default value of "ADX" and options are: "RSI", "WT", "CCI", "ADX".
Feature 5 - This has a default value of "RSI" and options are: "RSI", "WT", "CCI", "ADX".

Filters Settings:

Use Volatility Filter - This has a default value of true. It is used to control whether to use the volatility filter.
Use Regime Filter - This has a default value of true. It is used to control whether to use the trend detection filter.
Use ADX Filter - This has a default value of false. It is used to control whether to use the ADX filter.
Regime Threshold - This has a default value of -0.1, a minimum value of -10, a maximum value of 10, and a step of 0.1. It is used to control the Regime Detection filter for detecting Trending/Ranging markets.
ADX Threshold - This has a default value of 20, a minimum value of 0, a maximum value of 100, and a step of 1. It is used to control the threshold for detecting Trending/Ranging markets.

Kernel Regression Settings:

Trade with Kernel - This has a default value of true. It is used to control whether to trade with the kernel.
Show Kernel Estimate - This has a default value of true. It is used to control whether to show the kernel estimate.
Lookback Window - This has a default value of 8 and a minimum value of 3. It is used to control the number of bars used for the estimation. Recommended range: 3-50
Relative Weighting - This has a default value of 8 and a step size of 0.25. It is used to control the relative weighting of time frames. Recommended range: 0.25-25
Start Regression at Bar - This has a default value of 25. It is used to control the bar index on which to start regression. Recommended range: 0-25

Display Settings:

Show Bar Colors - This has a default value of true. It is used to control whether to show the bar colors.
Show Bar Prediction Values - This has a default value of true. It controls whether to show the ML model's evaluation of each bar as an integer.
Use ATR Offset - This has a default value of false. It controls whether to use the ATR offset instead of the bar prediction offset.
Bar Prediction Offset - This has a default value of 0 and a minimum value of 0. It is used to control the offset of the bar predictions as a percentage from the bar high or close.

Backtesting Settings:

Show Backtest Results - This has a default value of true. It is used to control whether to display the win rate of the given configuration.

█ WORKS CITED

(1) R. Giusti and G. E. A. P. A. Batista, "An Empirical Comparison of Dissimilarity Measures for Time Series Classification," 2013 Brazilian Conference on Intelligent Systems, Oct. 2013, DOI: 10.1109/bracis.2013.22.
(2) Y. Kerimbekov, H. Ş. Bilge, and H. H. Uğurlu, "The use of Lorentzian distance metric in classification problems," Pattern Recognition Letters, vol. 84, 170–176, Dec. 2016, DOI: 10.1016/j.patrec.2016.09.006.
(3) A. Bagnall, A. Bostrom, J. Large, and J. Lines, "The Great Time Series Classification Bake Off: An Experimental Evaluation of Recently Proposed Algorithms." ResearchGate, Feb. 04, 2016.
(4) H. Ş. Bilge, Yerzhan Kerimbekov, and Hasan Hüseyin Uğurlu, "A new classification method by using Lorentzian distance metric," ResearchGate, Sep. 02, 2015.
(5) Y. Kerimbekov and H. Şakir Bilge, "Lorentzian Distance Classifier for Multiple Features," Proceedings of the 6th International Conference on Pattern Recognition Applications and Methods, 2017, DOI: 10.5220/0006197004930501.
(6) V. Surya Prasath et al., "Effects of Distance Measure Choice on KNN Classifier Performance - A Review." .

=======================

Note on "repainting":
To be clear, once a bar has closed, this indicator will NOT repaint. This is true for both the ML predictions and the Kernel estimate.

Note on bar requirement for "learning":
That's a valuable recommendation. Using a timeframe of H4 or lower when working with this indicator because of this require historical price data for learning and analysis is a practical approach. It ensures that you have an adequate number of historical bars to enable the indicator to learn and adapt effectively to price behavior (MT4 have just about1000 bar in chart with bigger timeframe). If you have any more insights or questions related to trading or indicators, feel free to share or ask.

Note for buffer

Incase create EA with signal from this indicator please use iCustom (detail in word document at here)

more...

samaara 2024.04.26 07:32 #

When I bought this indicator, I was facing issues with using it in my EA. The indicator was slow and caused errors. So, I reached out to the author of this indicator and asked for help. He always responded to my questions, removed the errors I was facing and even gave me a working sample EA so that I could use it. The indicator now works smoothly and gives good signals!

CC Bourse 2024.05.23 13:02 #

It works perfectly ! Beware of updating the path of the indicator name in the iCustom function if using it in an EA. Otherwise it won't find the indicator...

It's a very efficient indicator. Great job !

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Welcome to the world of SMC (Smart Money Concepts) Trading, where we empower traders with the tools and knowledge to make smarter trading decisions. Our latest addition to our suite of trading tools is the SMC Trading Pro indicator, version 1.0. Key Features: Major Market Structure Identification with BODY break. Order Block must be in Major Swing ( not Small Swing ). Order Block with Fair Value Gap Detection. Order Block in Discount | Premium zone. Filter for only Bullish, Bearish or All Order

199 USD

CURRENTLY 26% OFF !! This indicator is a super combination of both our main indicators ( Advanced Currency Strength 28 & Advanced Currency IMPULSE with ALERT ). It shows Currency Strength values for TICK-UNITS and alert signals for 28 Forex pairs. 11 different Tick-Units can be used. Those are 1, 2, 3, 4, 5, 6, 10, 12, 15, 20, and 30 Seconds. The Tick-Unit bar in the sub-window will be shown and shifted to the left when there is at least 1 tick within the second’s timer. With only ONE chart y

148 USD

This indicator uses support and resistance, volume and some special formula to calculate the volume to filter the candles. If the volume reaches a specific value, And at the same time, Candle breaks the support/resistance line, There would be a signal and we can enter the market. Signals appear when the current candle closes. then you can enter the trade when a new candle appears. Please don't forget to follow your money management plan. MT5 Version Support/Resistance Breakout MT5 : https:

299 USD

The Volumebyprice.com Indicator for MetaTrader 4 features Volume Profile and Market Profile TPO (Time Price Opportunity). Volume and TPO histogram bar and line charts. Volume Footprint charts. TPO letter and block marker collapsed and split structure charts. Static, dynamic and flexible range segmentation and compositing methods with relative and absolute visualizations. Session hours filtering and segment concatenation with Market Watch and custom user specifications. Graphical layering, posit

129.95 USD

️️ Attention: The price will soon be raised to what it was before ($500). No more losses with this indicator, test it for years ago and see if there is losses in one day results. but before testing it please see the explaining video down here. FxBears Powers is working on all forex pairs, metals, commodities, futures, indices, energies, crypto, and everything...and on all timeframes from M1 to MN. It's based on supply and demand zones, price action, and some internal indicators,

299 USD

If you like my indicator, please write a comment or leave a review! The EZT Trend indicator will show you the trend, the pullback and the entry opportunities. Optional filtering and all type of alerts are available. E-mail and push notification alerts are added. We are also developing an EA based on this indicator, which will be available soon. It is a multi-functional indicator consisting of two color histograms and a line. It is a visual representation of a trend direction and strength, also

119 USD

30% DISCOUNT ! DISCOUNT ! DISCOUNT ONLY FOR 5 USERS at125$ valid for 1 day only.Grab it The PERFECT TREND HIT creates BUY and SELL perfect trend arrow signals based on ADX EMA AND RSI And all filters inbuilt with accurate trend entries. Furthermore, the indicator and template display the trend direction, strength, and trade recommendation for independent price charts. ROCK WITH THE TREND Moreover, it shows the final trade recommendation to BUY or SELL with all filters and displays that info

125 USD

A. What is A2SR ? * It's a leading technical indicator (no repaint, no lagging). -- Guidance : -- at https://www.mql5.com/en/blogs/post/734748/page4#comment_16532516 -- and https://www.mql5.com/en/users/yohana/blog A2SR has a special technique in determining the levels of Support ( demand ) and Resistance ( supply ) . Unlike the ordinary way that we seen on the net, A2SR has a original concept in determining actual SR levels. The original technique was not taken from the internet,

276 USD

Gold Channel is a volatility-based indicator, developed with a specific timing algorithm for the XAUUSD pair, which consists of finding possible corrections in the market. This indicator shows two outer lines, an inner line (retracement line) and an arrow sign, where the theory of the channel is to help identify overbought and oversold conditions in the market. The market price will generally fall between the boundaries of the channel. If prices touch or move outside the channel it is a tra

250 USD

ENIGMERA: The core of the market (If the demo of mql5.com doesn't working and you want to try Enigmera please message me.) Introduction This indicator and trading system is a remarkable approach to the financial markets . ENIGMERA uses the fractal cycles to accurately calculate support and resistance levels. It shows the authentic accumulation phase and gives direction and targets. A system that works whether we are in a trend or a correction. How does it operate? ENIGMERA comprises of fol

400 USD

This indicator provides the ability to recognize the SMC pattern, essentially a condensed version of the Wyckoff model. Once the pattern is confirmed by RTO, it represents a significant investment opportunity. There are numerous indicators related to SMC beyond the market, but this is the first indicator to leverage patterns to identify specific actions of BigBoy to navigate the market. Upgrade 2024-03-08: Add TP by RR feature. The SMC (Smart Money Concept) pattern is a market analysis m

79 USD

The Bheurekso Pattern Indicator for MT5 helps traders automatically identify candlestick pattern that formed on the chart base on some japanese candle pattern and other indicator to improve accurate. This indicator scans all candles, recognizes and then displays any candle patterns formed on the chart. The candle displayed can be Bullish or Bearish Engulfing, Bullish or Bearish Harami, and so on. There are some free version now but almost that is repaint and lack off alert function. With this ve

39 USD

This all-in-one indicator displays real-time market structure (internal & swing BOS / CHoCH), order blocks, premium & discount zones, equal highs & lows, and much more...allowing traders to automatically mark up their charts with widely used price action methodologies. Following the release of our Fair Value Gap script, we received numerous requests from our community to release more features in the same category. "Smart Money Concepts" (SMC) is a fairly new yet widely used term amongst price a

50 USD

The ICT Unicorn Model indicator highlights the presence of "unicorn" patterns on the user's chart which is derived from the lectures of "The Inner Circle Trader" (ICT) . Detected patterns are followed by targets with a distance controlled by the user. USAGE (image 2) At its core, the ICT Unicorn Model relies on two popular concepts, Fair Value Gaps and Breaker Blocks. This combination highlights a future area of support/resistance. A Bullish Unicorn Pattern consists ou

69 USD

The ICT Concepts indicator regroups core concepts highlighted by trader and educator "The Inner Circle Trader" (ICT) into an all-in-one toolkit. Features include Market Structure (MSS & BOS), Order Blocks, Imbalances, Buyside/Sellside Liquidity, Displacements, ICT Killzones, and New Week/Day Opening Gaps. It’s one kind of Smart money concepts. USAGE: Please read this document ! DETAILS Market Structure Market structure labels are constructed from price breaking a prior extreme point. T

55 USD

The ICT Silver Bullet indicator is inspired from the lectures of "The Inner Circle Trader" (ICT) and highlights the Silver Bullet (SB) window which is a specific 1-hour interval where a Fair Value Gap (FVG) pattern can be formed. A detail document about ICT Silver Bullet here . There are 3 different Silver Bullet windows (New York local time): The London Open Silver Bullet (3 AM — 4 AM ~ 03:00 — 04:00) The AM Session Silver Bullet (10 AM — 11 AM ~ 10:00 — 11:00) The PM Session Silver Bulle

55 USD

The Inversion Fair Value Gaps (IFVG) indicator is based on the inversion FVG concept by ICT and provides support and resistance zones based on mitigated Fair Value Gaps (FVGs). Image 1 USAGE Once mitigation of an FVG occurs, we detect the zone as an "Inverted FVG". This would now be looked upon for potential support or resistance. Mitigation occurs when the price closes above or below the FVG area in the opposite direction of its bias. (Image 2) Inverted Bullish FVGs Turn into P

39 USD

This indicator builds upon the previously posted Nadaraya-Watson Estimator. Here we have created an envelope indicator based on kernel smoothing with integrated alerts from crosses between the price and envelope extremities. Unlike the Nadaraya-Watson Estimator, this indicator follows a contrarian methodology. Please note that the indicator is subject to repainting. The triangle labels are designed so that the indicator remains useful in real-time applications. Settings Window Size: Dete

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This is a Forex Scalping Trading Sytem based on the Bollinger Bands. Pairs:Major Time frame: 1M or higher. Spread max:0,0001. Indicators (just suggestion) Bollinger bands (20, 2); ADX (14 period); RSI (7 period ). Y ou should only trade this system between 2am to 5am EST, 8am to 12am EST and 7.30pm to 10pm EST. Do not scalp 30 minutes before a orange or red news report and not for a hour afterwards. Setup: is for price to move above the lower or lower Bollinger Bands, RSI raise above the

FREE

This is addition of Effective SV squeeze momentum that add bolliger band and Keltner channel to chart window. Squeeze momentum introduced by “John Carter”, the squeeze indicator for MT5 represents a volatility-based tool. Regardless, we can also consider the squeeze indicator as a momentum indicator, as many traders use it to identify the direction and strength of price moves. In fact, the Tradingview squeeze indicator shows when a financial instrument is willing to change from a trending ma

FREE

Overview The Volume SuperTrend AI is an advanced technical indicator used to predict trends in price movements by utilizing a combination of traditional SuperTrend calculation and AI techniques, particularly the k-nearest neighbors (KNN) algorithm. The Volume SuperTrend AI is designed to provide traders with insights into potential market trends, using both volume-weighted moving averages (VWMA) and the k-nearest neighbors (KNN) algorithm. By combining these approaches, the indicat

49 USD

Detect divergence (classic, hidden) price and all oscillator indicator include: RSI, CCI, MACD, OSMA, Stochastic, Momentum, Awesome Oscillator (AO), Accelerator Oscillator (AC), Williams Percent Range (WPR), Relative Vigor Index (RVI), Rate of Change (ROC). Confirm reversal with dochian channel for to improve signal quality. Divergence is when the price of an asset is moving in the opposite direction of a technical indicator , such as an oscillator, or is moving contrary to other data. Diverge

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All about Smart Money Concepts Strategy: Market struture: internal or swing BOS, CHoCH; Orderblock; Liquity equal; Fair Value Gap with Consequent encroachment, Balanced price range; Level with Previous month, week, day level or in day level (PMH, PWH, PDH, HOD); BuySell Stops Liquidity (BSL, SSL); Liquidity Void Long Wicks; Premium and Discount; Candle pattern ... "Smart Money Concepts" ( SMC ) is a fairly new yet widely used term amongst price action traders looking to more accurately navigate

50 USD

The indicator returning pivot point based trendlines with highlighted breakouts . Trendline caculated by pivot point and other clue are ATR, Stdev. The indicator also includes integrated alerts for trendlines breakouts and foward message to Telegram channel or group if you want. Settings · Lookback bar: Default 200 is number of bar caculate when init indicator. · Length: Pivot points period · Slope Calculation Method: Determines how this lope is calcula

50 USD

This indicator presents an alternative approach to identify Market Structure. The logic used is derived from learning material created by DaveTeaches (on X) When quantifying Market Structure, it is common to use fractal highs and lows to identify "significant" swing pivots. When price closes through these pivots, we may identify a Market Structure Shift (MSS) for reversals or a Break of Structure (BOS) for continuations. The main difference with this "protected" logic is in how we determine

45 USD

Consolidation is when price is moving inside a clear trading range. When prices are consolidated it shows the market maker placing orders on both sides of the market. This is mainly due to manipulate the un informed money. This indicator automatically identifies consolidation zones and plots them on the chart. The method of determining consolidation zones is based on pivot points and ATR, ensuring precise identification. The indicator also sends alert notifications to users when a new consolida

39 USD

Here’s the problem: the default zigzag indicator given in MT5 trading platform does not really capture the most of the highs and lows on chart do draw zigzags. On chart below, notice that some of ther high, low of price have been missed to draw zigzags by this default zigzag indicator (picture 1). It is not so apparent until you compare default zigzag indicator to this SwingZZ indicator. Have a look on picture 2 and 3. The swing zigzag indicator is best because it captures most of the swing high

39 USD

The Buyside & Sellside Liquidity indicator aims to detect & highlight the first and arguably most important concept within the ICT trading methodology, Liquidity levels. SETTINGS Liquidity Levels Detection Length: Lookback period Margin: Sets margin/sensitivity for a liquidity level detection Liquidity Zones Buyside Liquidity Zones: Enables display of the buyside liquidity zones. Margin: Sets margin/sensitivity for the liquidity zone boundaries. Color: Color option

50 USD

The Breaker Blocks with Signals indicator aims to highlight a complete methodology based on breaker blocks. Breakout signals between the price and breaker blocks are highlighted and premium/discount swing levels are included to provide potential take profit/stop loss levels. This script also includes alerts for each signal highlighted. SETTINGS Breaker Blocks Length: Sensitivity of the detected swings used to construct breaker blocks. Higher values will return longer te

69 USD

This indicator shows when user set sessions are active and returns various tools + metrics using the closing price within active sessions as an input. Users have the option to change up to 4 session times. The indicator will increasingly lack accuracy when the chart timeframe is higher than 1 hour. Settings Sessions Enable Session: Allows to enable or disable all associated elements with a specific user set session. Session Time: Opening and closing times of the user set session

49 USD

Introducing the Reversal and Breakout Signals This innovative tool is crafted to enhance your chart analysis by identifying potential reversal and breakout opportunities directly on your charts. It's designed with both novice and experienced traders in mind, providing intuitive visual cues for better decision-making. Let's dive into the key features and how it operates: ### Key Features: Dynamic Period Settings: Customize the sensitivity of the indicator with use

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Introduction "Smart money" is money invested by knowledgeable individuals at the right time, and this investment can yield the highest returns. The concept we focus on in this indicator is whether the market is in an uptrend or downtrend. The market briefly takes a weak and reversal trend with "Minor BoS" without being able to break the major pivot. In the next step, it returns to its main trend with a strong bullish move and continues its trend with a "Major BoS". The "order bloc

49 USD

Introduction The Price Action, styled as the "Smart Money Concept" or "SMC," was introduced by Mr. David J. Crouch in 2000 and is one of the most modern technical styles in the financial world. In financial markets, Smart Money refers to capital controlled by major market players (central banks, funds, etc.), and these traders can accurately predict market trends and achieve the highest profits. In the "Smart Money" style, various types of "order blocks" can be traded. This indicator

49 USD

A problem when indicator call webrequest is "The WebRequest() function is synchronous, which means its breaks the program execution and waits for the response from the requested server. Since the delays in receiving a response can be large, the function is not available for calls from indicators, because indicators run in a common thread shared by all indicators and charts on one symbol. Indicator performance delay on one of the charts of a symbol may stop updating of all charts of the same symb

FREE

This all-in-one indicator displays real-time market structure (internal & swing BOS / CHoCH), order blocks, premium & discount zones, equal highs & lows, and much more...allowing traders to automatically mark up their charts with widely used price action methodologies. Following the release of our Fair Value Gap script, we received numerous requests from our community to release more features in the same category. //------------------------------------// Version 1.x has missing functions + PDAr

50 USD

55 USD

The FollowLine indicator is a trend following indicator. The blue/red lines are activated when the price closes above the upper Bollinger band or below the lower one. Once the trigger of the trend direction is made, the FollowLine will be placed at High or Low (depending of the trend). An ATR filter can be selected to place the line at a more distance level than the normal mode settled at candles Highs/Lows. Some features: + Trend detech + Reversal signal + Alert teminar / mobile app

39 USD

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Filter:

CC Bourse 2024.05.23 13:02 #

It works perfectly ! Beware of updating the path of the indicator name in the iCustom function if using it in an EA. Otherwise it won't find the indicator...

It's a very efficient indicator. Great job !

samaara 2024.04.26 07:32 #

Version 1.8 2024.04.22

Fix error on divider 0 when learn

Version 1.7 2024.01.31

Fix categories number

Version 1.6 2024.01.31

Add "categories" - prediction value to buffer.

Version 1.5 2023.12.06

add buffer for easier make EA from this indicator

Version 1.4 2023.11.01

fix bug zero division

Version 1.1 2023.09.27

Fix bug display horizontal line when buffer 0