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STD-Filtered, Gaussian-Kernel-Weighted Moving Average BT [Loxx]

Script from: TradingViewSwingTrend followingVolatility

The STD-Filtered, Gaussian-Kernel-Weighted Moving Average BT strategy integrates Gaussian kernel functions to weight moving average calculations and includes standard deviation filtering for improved signal reliability. With a backtesting framework incorporating the "True Range Double" for volatility skew recognition, the strategy allows for detailed fine-tuning of take profits, stop losses, and can delay signals to prevent repainting. A robust mathematical approach requires traders to engage with the underlying mechanics for full efficacy.

Audit verdict

Not rankedUpdated Jul 28, 2026

No reliable edge found

Its average result can't be told apart from chance, so it stays out of our rankings.

2,569backtests3 markets
34robust scoreranked median 52
0.21p-valueranked median 0.24
4/104pass quality gatebacktests >15 trades

Audit details

How we decide whether a strategy enters our rankings. Read the methodology →

–
Repainting audit
Not run yet.
✓
Script availability
Open-source, still published on TradingView.
✕
Statistical edge
Average t-statistic 1.72 (p = 0.21), below the median of 1.98 (p = 0.24) for ranked strategies.
✓
Quality gate
4 of 104 backtests with more than 15 trades pass our quality gate.
✕
Robust score
34/100, below the median of 52 for ranked strategies.

How its evidence compares

The t-statistic measures how far the average result sits from zero relative to its noise. Below about 2, it is within what random entries produce.

1.72
avg. t-statistic
1.98
median, ranked strategies

Best 5 of 2,569 backtests

Shown for transparency.

SymbolTimeframeNet profitProfit factorTradesMax drawdown
Unity Software Inc.
NYSE:U
4H+407%1.3314850%
Enovix Corporation
NASDAQ:ENVX
4H+353%1.2013373%
RENDER / TetherUS
BINANCE:RENDERUSDT
4H+303%1.0445780%
ENA / TetherUS
BINANCE:ENAUSDT
1D+284%1.334665%
APTUSDT Perpetual Contract
BYBIT:APTUSDT.P
4H+267%1.1336855%
⚠Selected after the fact: these are the best 5 of 2,569 runs, not what to expect from this strategy.

Is STD-Filtered, Gaussian-Kernel-Weighted Moving Average BT [Loxx] profitable?

Not reliably, based on our tests. Across 2,569 backtests, 4 of 104 with more than 15 trades pass our quality gate. The best result is +407% on Unity Software Inc. (4H, 148 trades). On average, its results are statistically indistinguishable from chance (p = 0.21).

Strategies that passed our audit

Ranked strategies from the same family, ordered by robust score.

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