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Back to Indicators
TrendLagging

ALMA — Arnaud Legoux Moving Average

Overview

ALMA applies a Gaussian (bell-curve) distribution as a weight function, centred near the most recent prices, to produce a moving average that filters noise while keeping lag to a minimum. It has become a favourite on TradingView for crypto and forex trend detection. Compare ALMA with other advanced moving averages like the HMA in our indicator guide library to find your optimal smoothing solution.

How It Works

ALMA uses three tuneable parameters: window size (period), offset (0 to 1, controlling the Gaussian centre), and sigma (controlling distribution width). The Gaussian curve weights prices around the offset point most heavily, creating an adaptive filter that minimises both lag and noise simultaneously.

Key Signals

  • Price crossing above ALMA signals bullish trend development.
  • ALMA slope direction is a cleaner trend indicator than most standard MAs.
  • Offset parameter closer to 1 makes ALMA more responsive; closer to 0 adds smoothness.

Common Mistakes

  • Using default parameters without understanding what offset and sigma control.
  • Over-optimising ALMA parameters to fit historical data — leading to curve-fitting.
  • Expecting ALMA to work as a standalone system without confirmation indicators.

More Trend Indicators

SMMA — Smoothed Moving Average

The Smoothed Moving Average applies equal weight to all historical data rather than dropping off older values, producing an ultra-smooth line that excels at identifying the dominant long-term trend. SMMA is the smoothing method used inside the <a href="/academy/indicators/adx" class="text-primary hover:underline">ADX</a> and <a href="/academy/indicators/atr" class="text-primary hover:underline">ATR</a> calculations, making it a foundational building block in <a href="/academy/indicators" class="text-primary hover:underline">technical analysis</a>. It is best suited for <a href="/market/stocks" class="text-primary hover:underline">stock</a> and <a href="/market/forex" class="text-primary hover:underline">forex</a> markets where long-term trend clarity is prized over speed.

Ichimoku Cloud — Complete Trading System

The Ichimoku Cloud (Ichimoku Kinko Hyo) is a complete trading system in one indicator, identifying trend direction, support/resistance, momentum, and trade signals using five lines and a cloud. It is one of the most powerful entries in our <a href="/academy/indicators" class="text-primary hover:underline">indicator guide library</a>, best applied on daily charts across <a href="/market/forex" class="text-primary hover:underline">forex</a> and <a href="/market/crypto" class="text-primary hover:underline">crypto</a> markets. Incorporate Ichimoku signals into your broader <a href="/strategies" class="text-primary hover:underline">trading strategies</a> for multi-factor confirmation before entering a position.

WMA — Weighted Moving Average

The Weighted Moving Average assigns linearly increasing weight to more recent prices, making it more responsive than the <a href="/academy/indicators/simple-moving-average" class="text-primary hover:underline">SMA</a> while maintaining a straightforward calculation. WMA is popular among <a href="/market/forex" class="text-primary hover:underline">forex</a> traders who need faster trend signals without the complexity of exponential smoothing. Compare it with the <a href="/academy/indicators/exponential-moving-average" class="text-primary hover:underline">EMA</a> and other moving averages in our <a href="/academy/indicators" class="text-primary hover:underline">indicator guide library</a> to choose the best fit for your strategy.

DMI — Directional Movement Index

The Directional Movement Index plots +DI and −DI lines to reveal whether buyers or sellers are in control, and is typically used alongside the <a href="/academy/indicators/adx" class="text-primary hover:underline">ADX</a> to gauge trend strength. DMI excels in trending <a href="/market/forex" class="text-primary hover:underline">forex</a> and <a href="/market/crypto" class="text-primary hover:underline">crypto</a> markets, where clean directional moves produce reliable crossover signals. Integrate DMI into your <a href="/strategies" class="text-primary hover:underline">trading strategies</a> and confirm with volume tools from our <a href="/academy/indicators" class="text-primary hover:underline">indicator guide library</a>.

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