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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

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.

Parabolic SAR — Stop and Reverse

Parabolic SAR (Stop and Reverse) plots dots above or below price to indicate trend direction and potential reversal points — it is one of the simplest trend-following indicators to use. Combine it with the <a href="/academy/indicators/adx" class="text-primary hover:underline">ADX</a> to filter out low-quality signals in ranging markets and improve your win rate. It also doubles as a dynamic trailing stop; read our <a href="/guides/use-stop-loss-orders" class="text-primary hover:underline">stop-loss guide</a> for best practices on protecting your capital. Explore more trend tools in our full <a href="/academy/indicators" class="text-primary hover:underline">indicator guide library</a>.

ZigZag

The ZigZag indicator filters out minor price fluctuations by only plotting lines when price moves by a specified percentage, making macro swing highs and lows visually clear. It is an invaluable tool for wave analysis, <a href="/academy/indicators/fibonacci-retracements" class="text-primary hover:underline">Fibonacci retracement</a> placement, and identifying structural patterns in <a href="/market/stocks" class="text-primary hover:underline">stocks</a> and <a href="/market/crypto" class="text-primary hover:underline">crypto</a>. Use ZigZag on <a href="/tools/platforms/tradingview" class="text-primary hover:underline">TradingView</a> as a structural overlay alongside your trending <a href="/strategies" class="text-primary hover:underline">trading strategies</a>.

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.

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