Momentum Entropy Filter

# Momentum Entropy Filter - Order versus randomness in thrusts

*Category: Momentum | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M30, H1, H4, D1*

## Short description

> Computes the Shannon entropy of the recent momentum distribution and converts it into an order score from 0 to 100. It separates markets with recurring structure from those without regularity.

### Overview

Shannon entropy measures how much uncertainty a distribution contains: it is maximal when all outcomes are equally likely and minimal when a single one dominates. Applied to the recent momentum distribution it answers a very concrete question: do this market thrusts concentrate into a few recurring modes, or are they spread uniformly as they would be in a structureless process? Momentum Entropy Filter splits the window momentum values into five classes defined by their own dispersion, computes the entropy of the resulting distribution and converts it into an order score. High values describe a market with concentrated behaviour and therefore more describable by any model; low values describe thrusts spread without any recognisable regularity.

### How the calculation works

1. Raw momentum over InpMomPeriod bars is computed for every bar and stored in a working buffer.
2. Over the InpWindow window the mean and standard deviation of that series are estimated, defining the boundaries of the five classes.
3. The classes are bounded at minus one and a half, minus a half, plus a half and plus one and a half standard deviations from the mean: the partition self-adapts to volatility.
4. The number of values falling into each class is counted and the Shannon entropy of the observed distribution is computed.
5. The entropy is divided by its own maximum value, corresponding to a uniform distribution over the five classes.
6. The order score is one hundred minus the relative entropy in percentage terms: zero means maximum uncertainty, one hundred a fully concentrated distribution.

### How to use it

- Use it as an admission filter: above the high threshold the market has recognisable structure and applying a model is worthwhile, below the low one abstaining is wiser.
- High order does not indicate direction: it can arise from a concentration of bullish thrusts, of bearish ones, or from prolonged stillness.
- A rapid fall in the score signals the market is changing behaviour, often before price shows it.
- Always pair it with a directional indicator: alone it says whether the market is describable, not what it will do.
- Compare the score across instruments to choose where to apply a system that requires regularity.

### Who it is for and on which timeframes

It targets system developers who need an objective criterion for deciding when to switch systems off, and quantitative traders used to thinking in terms of distributions. It works from M30 to D1: below that threshold microstructure dominates the momentum distribution and the score loses meaning. It is not for traders looking for operational signals, because it provides none. Its value lies entirely in the preliminary decision of whether to trade that market at that moment.

### Practical example of reading a signal

A trader runs a continuation system on four instruments. On three of them the order score oscillates between 35 and 45, above the high threshold: the system stays active. On the fourth the score has fallen to 9, in the red zone, after a phase change following a central bank announcement: thrusts have spread almost uniformly across all classes, the typical behaviour of a memoryless market. The system on that symbol is switched off. Over the next three weeks that instrument produces a string of false signals that would have eroded capital, while the other three keep working normally.

## Input parameters

| Parameter | Default | Description |
|---|---|---|
| `InpMomPeriod` | 5 | Horizon of the momentum whose distribution is studied. Short horizons describe microstructure, long ones underlying behaviour. |
| `InpWindow` | 100 | Number of observations the distribution is built on. Below 60 the five classes hold too few values and entropy becomes unstable. |
| `InpSignalPeriod` | 10 | Period of the signal average, useful because the raw score can be fairly jumpy. |
| `InpHighOrder` | 40.0 | Score beyond which the market is deemed structured and the histogram coloured green. |
| `InpLowOrder` | 15.0 | Score below which the market is deemed disordered and the histogram coloured red. If the two thresholds are inverted by mistake, the indicator reorders them itself. |
| `InpAppliedPrice` | PRICE_CLOSE | Price momentum is computed on. |

## Advantages / strengths

- It applies a rigorous information theory measure to a practical problem, knowing when a market is describable.
- The class partition adapts automatically to current volatility, so it needs no per-instrument calibration.
- It is complementary to any other indicator: it answers a question no directional oscillator asks.
- No repaint and explicit handling of degenerate cases, such as a zero variance distribution.

## Limitations and warnings

- It provides no directional information at all: used alone it is completely inoperable.
- Entropy estimated on one hundred observations across five classes carries a non-negligible estimation error.
- The number of classes is fixed at five by design: a reasonable compromise but not optimal for every market.
- It requires a minimum grasp of the entropy concept, otherwise the score risks being read as trend strength, which it is not.

**No repaint:** values printed on a closed bar are never modified afterwards.

**Disclaimer.** This product is a technical analysis tool, not an automated trading system, and it offers no profit guarantee whatsoever. Financial markets carry the risk of total loss of the invested capital. Past performance is not indicative of future results. Every signal must be confirmed with your own analysis, a money management plan and prior testing on a demo account. The author is not responsible for trading decisions taken on the basis of this indicator.

## Suggested tags / keywords for MQL5

`entropy`, `information theory`, `momentum`, `regime`, `market state`, `system filter`, `no repaint`, `statistics`
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Ihor Otkydach
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Daniel Stein
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5 (1)
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5 (5)
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# Adaptive Slope Ribbon - ATR-normalised regression slope ribbon *Category: Trend | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Five linear regression slopes over growing horizons, normalised in ATR units and comparable across instruments. The histogram shows the mean slope coloured by the level of agreement between time scales. ## Fu
# Fractal Trend Channel - Structural channel from confirmed swings *Category: Trend | Difficulty: beginner | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Step channel built from the last confirmed fractal swings, with a midline coloured by market structure: higher highs and lows, lower highs and lows, or mixed structure. ### Overview Reading structure through
# Volatility Adaptive MA - Variable speed moving average *Category: Trend | Difficulty: intermediate | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M5, M15, M30, H1, H4* ## Short description > A moving average whose smoothing factor is driven by the ratio between short and long term volatility: it accelerates during breakouts and slows down in compressed phases, cutting false crossovers. ### Overview Eve
# Trend Persistence Index - Persistence versus randomness *Category: Trend | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M30, H1, H4, D1* ## Short description > Compares the direction changes actually observed with those expected from a purely random series. Above zero the market persists in one direction, below zero it keeps flipping. ### Overview In a random walk the sign of the
# Kalman Trend Filter - Level and velocity Kalman filter *Category: Trend | Difficulty: advanced | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > A two state Kalman filter that simultaneously estimates price level and velocity. The gain self-adjusts: it trusts the model when data are consistent and re-adapts immediately to shocks. ### Overview The Kalman filter
# Multi Scale Trend Agreement - Consensus across eight horizons *Category: Trend | Difficulty: beginner | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M5, M15, M30, H1, H4, D1* ## Short description > Checks price position against its own average on eight geometrically spaced scales and condenses the result into a single score from -100 to +100. ### Overview A trend worth the name is recognised from whatev
# Directional Efficiency - Net path versus gross path *Category: Trend | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Signed ratio between the net distance travelled by price and the gross path actually covered. It separates straight trends from disorderly advances that burn capital. ### Overview Two markets can rise by the same amoun
# Trend Age Counter - Regime age versus typical duration *Category: Trend | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M30, H1, H4, D1* ## Short description > Counts how many bars the current regime has lasted and compares it with the average duration of all past regimes on the same instrument. It measures trend maturity, not strength. ### Overview Every trend indicator answer
# Regression Confidence Baseline - Bands on residual error *Category: Trend | Difficulty: intermediate | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Linear regression baseline with bands built on the residual standard error instead of the price standard deviation. Bands widen when the move loses order, not when price runs. ### Overview Classic volatility band
# Trend Exhaustion Meter - Composite exhaustion score *Category: Trend | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M30, H1, H4, D1* ## Short description > A 0 to 100 score combining stretch from the mean, directional saturation and momentum fade. It measures the continuation risk of a move, not its reversal. ### Overview No single symptom says a trend is about to end, but when se
# Normalized Momentum Z - Momentum in standard scores *Category: Momentum | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Standardises momentum against its own recent historical distribution and returns a z score. A value of +2 marks a thrust stronger than roughly 97 per cent of the instrument recent moves. ### Overview Raw momentum ha
# Momentum Curvature - Acceleration versus velocity *Category: Momentum | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Measures price acceleration, the second derivative of the smoothed series, and compares it with velocity. It detects loss of thrust before direction changes. ### Overview Anyone who drives knows the brake pedal acts o
# Rate Of Change Spectrum - Which horizon is driving *Category: Momentum | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M30, H1, H4, D1* ## Short description > Standardises the rate of change over six horizons and identifies which one is driving the move. It shows the dominant scale score and its rank. ### Overview Knowing the market is rising tells you little. Knowing whether it ri
# Impulse Strength Gauge - Movement weighted by volume *Category: Momentum | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M5, M15, M30, H1, H4* ## Short description > Weights every bar by combining body size in ATR units with volume relative to its average, then accumulates the contributions. It separates wide but empty bars from genuinely supported impulses. ### Overview A wide
# Dual Horizon Momentum Delta - Short versus long, time corrected *Category: Momentum | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Compares momentum on two horizons after normalising them by the square root of time, a correction without which the long horizon would always look larger by pure construction. ### Overview Directly comparing
# Impulse Retrace Ratio - Impulse size versus retracement size *Category: Momentum | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Groups consecutive same sign changes into runs and compares the average size of bullish runs with that of bearish ones. It measures whether impulses are larger, not more numerous. ### Overview A healthy upt
# Momentum Thrust Counter - Counting thrusts beyond threshold *Category: Momentum | Difficulty: beginner | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Counts bars moving beyond an ATR multiple and reports the net balance. The total line separates calm from battle, both of which show a balance near zero. ### Overview Most bars on a chart carry no information: t
# Momentum Divergence Scanner - Divergences without repaint *Category: Momentum | Difficulty: intermediate | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Flags price to momentum divergences using confirmed swings only. The arrow appears on confirmation and is never withdrawn, unlike almost every other divergence indicator. ### Overview Almost every divergence
# Elastic Momentum Band - Momentum driven asymmetric channel *Category: Momentum | Difficulty: intermediate | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4* ## Short description > A channel deforming with momentum: the band favouring the move draws closer to the average, the opposite one moves away. It makes breaks in direction easier and counter breaks more selective. ### Overview A symm
# Realized Volatility Cone - Historical volatility percentiles *Category: Volatility | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M30, H1, H4, D1* ## Short description > Draws realized volatility together with the percentiles of its own historical distribution. It tells whether the current level is high or low for that specific instrument. ### Overview Knowing that realized vo
# Volatility Forecast EWMA - Forecasting the next bar *Category: Volatility | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Estimates next bar volatility with an EWMA model on variance, the same scheme used in portfolio risk management, alongside the volatility actually observed. ### Overview Every volatility indicator looks backwards and
# Volatility Regime Classifier - Classification with hysteresis *Category: Volatility | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Classifies volatility into four regimes using a hysteresis state machine, eliminating the constant flipping typical of fixed thresholds. The active threshold is drawn. ### Overview Classifying volatility
# Garman Klass Volatility - An estimator using the whole OHLC *Category: Volatility | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > A volatility estimator using open, high, low and close instead of closes only. Its ratio to the classic estimate separates intra-bar movement from close-to-close movement. ### Overview The standard deviation o
# Overnight Gap Risk - The risk stops cannot cover *Category: Volatility | Difficulty: intermediate | Window: separate window below the chart | Markets: Stocks | Suggested timeframes: H1, H4, D1* ## Short description > Splits each bar change into gap and intra-bar movement, and reports the share of risk attributable to gaps, the part no stop can protect against. ### Overview The risk of a position held past the close is not the same as that of the same position closed intraday, and the dif
# Volatility Breakout Projection - Levels projected from the open *Category: Volatility | Difficulty: beginner | Window: chart window (overlaid on price) | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M5, M15, M30, H1* ## Short description > Anchors a reference to each session open and projects two pairs of levels computed as fractions of the average daily range. Levels stay fixed for the whole session. ### Overview If an instrument covers on ave
# Compression Expansion Detector - Squeeze and release *Category: Volatility | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M15, M30, H1, H4, D1* ## Short description > Measures how far short term volatility has narrowed relative to the reference, counts how many bars the compression has lasted and highlights the bars following the release. ### Overview Volatility is not stable:
# Intraday Volatility Seasonality - Hourly volatility profile *Category: Volatility | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: M5, M15, M30, H1* ## Short description > Builds the instrument average hourly volatility profile and compares it with the actual range of the current bar. It separates normally quiet hours from genuine anomalies. ### Overview Intraday volatility is n
# Downside Upside Vol Ratio - Risk asymmetry *Category: Volatility | Difficulty: intermediate | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: H1, H4, D1* ## Short description > Computes two separate semi-deviations, one on negative returns only and one on positive ones, and reports their proportion. It measures an asymmetry standard deviation conceals. ### Overview Standard deviation treats an upward and a
# Volatility Shock Decay - Half-life of post-shock recovery *Category: Volatility | Difficulty: advanced | Window: separate window below the chart | Markets: Universal (Forex, indices, commodities, crypto, stocks) | Suggested timeframes: H1, H4, D1* ## Short description > Estimates the persistence coefficient of volatility and derives its half-life, how many bars a deviation from normal needs to halve. It also shows the size of the current shock. ### Overview When volatility explodes, the
# Volume Price Efficiency - Lo spessore del mercato *Categoria: Volume | Difficolta: intermedio | Finestra: finestra separata sotto il grafico | Mercati: Universale (Forex, indici, materie prime, crypto, azioni) | Timeframe consigliati: M5, M15, M30, H1, H4* ## Descrizione breve > Misura quanto prezzo viene spostato da una unita di volume. Valori alti indicano un mercato sottile, in cui pochi ordini muovono molto; valori bassi indicano assorbimento. ### Panoramica Quanto prezzo serve per a
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