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AI trend navigator by K Neighbor

 Overview
In the evolving landscape of trading and investment, the demand for sophisticated and reliable tools is ever-growing. The AI Trend Navigator is an indicator designed to meet this demand, providing valuable insights into market trends and potential future price movements. The AI Trend Navigator indicator is designed to predict market trends using the k-Nearest Neighbors (KNN) classifier.

By intelligently analyzing recent price actions and emphasizing similar values, it helps traders to navigate complex market conditions with confidence. It provides an advanced way to analyze trends, offering potentially more accurate predictions compared to simpler trend-following methods.

 Calculations
  • KNN Moving Average Calculation: The core of the algorithm is a KNN Moving Average that computes the mean of the 'k' closest values to a target within a specified window size. It does this by iterating through the window, calculating the absolute differences between the target and each value, and then finding the mean of the closest values. The target and value are selected based on user preferences (e.g., using the VWAP or Volatility as a target).

  • KNN Classifier Function: This function applies the k-nearest neighbor algorithm to classify the price action into positive, negative, or neutral trends. It looks at the nearest 'k' bars, calculates the Euclidean distance between them, and categorizes them based on the relative movement. It then returns the prediction based on the highest count of positive, negative, or neutral categories.



 How to use
Traders can use this indicator to identify potential trend directions in different markets.

Spotting Trends: Traders can use the KNN Moving Average to identify the underlying trend of an asset. By focusing on the k closest values, this component of the indicator offers a clearer view of the trend direction, filtering out market noise. (image 2)

Trend Confirmation: The KNN Classifier component can confirm existing trends by predicting the future price direction. By aligning predictions with current trends, traders can gain more confidence in their trading decisions. (image 3)

 Settings

PriceValue: This determines the type of price input used for distance calculation in the KNN algorithm.
  • hl2: Uses the average of the high and low prices.
  • VWAP: Uses the Volume Weighted Average Price.
  • VWAP: Uses the Volume Weighted Average Price.
  • Effect: Changing this input will modify the reference values used in the KNN classification, potentially altering the predictions.

TargetValue: This sets the target variable that the KNN classification will attempt to predict.
  • Price Action: Uses the moving average of the closing price.
  • VWAP: Uses the Volume Weighted Average Price.
  • Volatility: Uses the Average True Range (ATR).
  • Effect: Selecting different targets will affect what the KNN is trying to predict, altering the nature and intent of the predictions.

Number of Closest Values: Defines how many closest values will be considered when calculating the mean for the KNN Moving Average.
  • Effect: Increasing this value makes the algorithm consider more nearest neighbors, smoothing the indicator and potentially making it less reactive. Decreasing this value may make the indicator more sensitive but possibly more prone to noise.

Neighbors: This sets the number of neighbors that will be considered for the KNN Classifier part of the algorithm.
  • Effect: Adjusting the number of neighbors affects the sensitivity and smoothness of the KNN classifier.

Smoothing Period: Defines the smoothing period for the moving average used in the KNN classifier.
  • Effect: Increasing this value would make the KNN Moving Average smoother, potentially reducing noise. Decreasing it would make the indicator more reactive but possibly more prone to false signals.


 What is K-Nearest Neighbors (K-NN) algorithm?
At its core, the K-NN algorithm recognizes patterns within market data and analyzes the relationships and similarities between data points. By considering the 'K' most similar instances (or neighbors) within a dataset, it predicts future price movements based on historical trends. The K-Nearest Neighbors (K-NN) algorithm is a type of instance-based or non-generalizing learning. While K-NN is considered a relatively simple machine-learning technique, it falls under the AI umbrella.

We can classify the K-Nearest Neighbors (K-NN) algorithm as a form of artificial intelligence (AI), and here's why:
  • Machine Learning Component: K-NN is a type of machine learning algorithm, and machine learning is a subset of AI. Machine learning is about building algorithms that allow computers to learn from and make predictions or decisions based on data. Since K-NN falls under this category, it is aligned with the principles of AI.

  • Instance-Based Learning: K-NN is an instance-based learning algorithm. This means that it makes decisions based on the entire training dataset rather than deriving a discriminative function from the dataset. It looks at the 'K' most similar instances (neighbors) when making a prediction, hence adapting to new information if the dataset changes. This adaptability is a hallmark of intelligent systems.

  • Pattern Recognition: The core of K-NN's functionality is recognizing patterns within data. It identifies relationships and similarities between data points, something akin to human pattern recognition, a key aspect of intelligence.

  • Classification and Regression: K-NN can be used for both classification and regression tasks, two fundamental problems in machine learning and AI. The indicator code is used for trend classification, a predictive task that aligns with the goals of AI.

  • Simplicity Doesn't Exclude AI: While K-NN is often considered a simpler algorithm compared to deep learning models, simplicity does not exclude something from being AI. Many AI systems are built on simple rules and can be combined or scaled to create complex behavior.

  • No Explicit Model Building: Unlike traditional statistical methods, K-NN does not build an explicit model during training. Instead, it waits until a prediction is required and then looks at the 'K' nearest neighbors from the training data to make that prediction. This lazy learning approach is another aspect of machine learning, part of the broader AI field.


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Was: $299  Now: $99   Supply Demand uses previous price action to identify potential imbalances between buyers and sellers. The key is to identify the better odds zones, not just the untouched ones. Blahtech Supply Demand indicator delivers functionality previously unavailable on any trading platform. This 4-in-1 indicator not only highlights the higher probability zones using a multi-criteria strength engine, but also combines it with multi-timeframe trend analysis, previously confirmed swings
Este é sem dúvida o indicador de reconhecimento automático de formação de preço harmônico mais completo que você pode encontrar para a MetaTrader Platform. Ele detecta 19 padrões diferentes, leva as projeções de Fibonacci tão a sério quanto você, exibe a Zona de Reversão Potencial (PRZ) e encontra níveis adequados de stop loss e take-profit. [ Guia de instalação | Guia de atualização | Solução de problemas | FAQ | Todos os produtos ] Detecta 19 formações harmônicas de preços diferentes Tr
IX Power MT5
Daniel Stein
4.17 (6)
O   IX Power   traz finalmente a precisão imbatível do FX Power para símbolos não-Forex. Determina com exatidão a intensidade das tendências a curto, médio e longo prazo nos seus índices, acções, mercadorias, ETFs e até criptomoedas favoritos. Pode   analisar tudo o que   o seu terminal tem para oferecer. Experimente e veja como   o seu timing melhora significativamente   quando negoceia. Características principais do IX Power Resultados de cálculo 100% precisos e sem repintura - para tod
Quantum Trend Sniper
Bogdan Ion Puscasu
4.71 (49)
Apresentando       Quantum Trend Sniper Indicator   , o inovador Indicador MQL5 que está transformando a maneira como você identifica e negocia as reversões de tendência! Desenvolvido por uma equipe de traders experientes com experiência comercial de mais de 13 anos,       Indicador de Atirador de Tendência Quântica       foi projetado para impulsionar sua jornada de negociação a novos patamares com sua forma inovadora de identificar reversões de tendência com precisão extremamente alta. ***C
This indicator belongs to the family of channel indicators. These channel indicator was created based on the principle that the market will always trade in a swinging like pattern. The swinging like pattern is caused by the existence of both the bulls and bears in a market. This causes a market to trade in a dynamic channel. it is designed to help the buyer to identify the levels at which the bulls are buying and the bear are selling. The bulls are buying when the Market is cheap and the bears a
Golden Spike Premium
Kwaku Bondzie Ghartey
Golden Spikes Detector Notice: Limited-Time 50% Discount on All Products   Due to high interest, only a few (about 8) discounted spots remain for   Golden Spikes Premium .  For those interested, all my trading tools, including Golden Spikes Premium, are currently available at a 50% discount until October 30, 2024 . Feel free to take advantage while it lasts. Acknowledgement and Dedications:  The name of this indicator was Inspired by an Original; Mr Grant Koopman; a Knowledgeable and experienced
Gold TMAF MTF - este é o melhor indicador técnico de acções. O algoritmo do indicador analisa o movimento do preço de um ativo e reflecte a volatilidade e as potenciais zonas de entrada. Os melhores sinais do indicador: - Para VENDER = limite superior vermelho da TMA2 acima do limite superior vermelho da TMA1 + indicador fractal vermelho acima + seta de sinal SR amarela na mesma direção. - Para COMPRAR = limite inferior azul da TMA2 abaixo do limite inferior azul da TMA1 + indicador fra
TPA True Price Action indicator reveals the true price action of the market makers through 100% non-repainting signals strictly at the close of a candle! TPA shows entries and re-entries, every time the bulls are definitely stronger than the bears and vice versa. Not to confuse with red/green candles. The shift of power gets confirmed at the earliest stage and is ONE exit strategy of several. There are available now two free parts of the TPA User Guide for our customers. The first "The Basics"
Este indicador reconhece mais de 30 padrões de candlestick japoneses e os destaca maravilhosamente no gráfico. É simplesmente um daqueles indicadores que os operadores de ação de preços não podem viver sem. Melhore sua análise técnica da noite para o dia Detectar padrões de velas japonesas facilmente Negocie padrões de reversão confiáveis e universais Entre nas tendências estabelecidas com segurança usando padrões de continuação O indicador não repinta e implementa alertas O indicador implement
O Indicador de Quadrados de Gann é uma poderosa ferramenta de análise de mercado baseada no artigo "Fórmula Matemática para Previsões de Mercado" escrito por W.D. Gann, que se baseia em conceitos matemáticos para análise. Ele incorpora elementos das técnicas de Gann relacionadas com os quadrados de 144, 90 e 52, bem como o quadrado de 9. Além disso, inclui o método do  sobre como combinar o quadrado de 9 com canais e padrões de estrela. Manual do Usuário e Modo de Uso: Antes de usar este indicad
A melhor solução para qualquer novato ou comerciante especializado! Este Indicador é uma ferramenta comercial única, de alta qualidade e acessível, porque incorporámos uma série de características proprietárias e uma nova fórmula. Com apenas UM gráfico, pode ler a força da moeda para 28 pares de Forex! Imagine como a sua negociação irá melhorar porque é capaz de apontar o ponto exacto do gatilho de uma nova tendência ou oportunidade de escalada? Manual do utilizador:   clique aqui Este é
Royal Wave Pro M5
Vahidreza Heidar Gholami
3.5 (4)
Royal Wave is a Trend-Power oscillator which has been programmed to locate and signal low-risk entry and exit zones. Its core algorithm statistically analyzes the market and generates trading signals for overbought, oversold and low volatile areas. By using a well-designed alerting system, this indicator makes it easier to make proper decisions regarding where to enter and where to exit trades. Features Trend-Power Algorithm Low risk Entry Zones and Exit Zones Predictions for Overbought and Over
Agora US $ 147 (aumentando para US $ 499 após algumas atualizações) - Contas ilimitadas (PCs ou Macs) Manual do usuário do RelicusRoad + vídeos de treinamento + acesso ao grupo de discórdia privado + status VIP UMA NOVA FORMA DE OLHAR PARA O MERCADO O RelicusRoad é o indicador de negociação mais poderoso do mundo para forex, futuros, criptomoedas, ações e índices, oferecendo aos traders todas as informações e ferramentas necessárias para se manterem rentáveis. Fornecemos análises técnica
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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
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 in
This script automatically calculates and updates ICT's daily IPDA look back time intervals and their respective discount / equilibrium / premium, so you don't have to :) IPDA stands for Interbank Price Delivery Algorithm. Said algorithm appears to be referencing the past 20, 40, and 60 days intervals as points of reference to define ranges and related PD arrays. Intraday traders can find most value in the 20 Day Look Back box, by observing imbalances and points of interest. Longer term traders c
Sessions by LUX in MT5
Minh Truong Pham
5 (1)
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
The indicator show Higher timeframe candles for ICT technical analisys Higher time frames reduce the 'noise' inherent in lower time frames, providing a clearer, more accurate picture of the market's movements. By examining higher time frames, you can better identify trends, reversals, and key areas of support and resistance. The Higher Time Frame Candles indicator overlays higher time frame data directly onto your current chart. You can easily specify the higher time frame candles yo
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
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
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
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
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
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
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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
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
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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
The liquidity swings indicator highlights swing areas with existent trading activity. The number of times price revisited a swing area is highlighted by a zone delimiting the swing areas. Additionally, the accumulated volume within swing areas is highlighted by labels on the chart. An option to filter out swing areas with volume/counts not reaching a user-set threshold is also included. This indicator by its very nature is not real-time and is meant for descriptive analysis alongside other c
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
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
ICT Concepts
Minh Truong Pham
5 (2)
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
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
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
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
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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
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
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
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
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 Bullet
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
The SuperTrend AI indicator is a novel take on bridging the gap between the K-means clustering machine learning method & technical indicators. In this case, we apply K-Means clustering to the famous SuperTrend indicator.   USAGE Users can interpret the SuperTrend AI trailing stop similarly to the regular SuperTrend indicator. Using higher minimum/maximum factors will return longer-term signals. (image 1) The displayed performance metrics displayed on each signal allow for a deeper interpretat
An Implied Fair Value Gap (IFVG) is a three candles imbalance formation conceptualized by ICT that is based on detecting a larger candle body & then measuring the average between the two adjacent candle shadows. This indicator automatically detects this imbalance formation on your charts and can be extended by a user set number of bars. The IFVG average can also be extended until a new respective IFVG is detected, serving as a support/resistance line. Alerts for the detection of bull
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
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