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more volatilty
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+29
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@@ -6,37 +6,32 @@ Statistical tools applied to price and returns. These indicators quantify relati
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| Indicator | Full Name | Description |
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| :--- | :--- | :--- |
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| [BETA](lib/statistics/beta/Beta.md) | Beta Coefficient | Asset volatility relative to market. β=1 means market-matched risk. |
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| BIAS | Bias | Percentage deviation from moving average. Measures overextension. |
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| [CMA](lib/statistics/cma/Cma.md) | Cumulative Moving Average | Running average of all values. Welford's algorithm. No window. |
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| COINTEGRATION | Cointegration | Tests if series share long-term equilibrium. Pairs trading foundation. |
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| CORRELATION | Correlation | Linear relationship between two variables. Range: -1 to +1. |
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| [COVARIANCE](lib/statistics/covariance/Covariance.md) | Covariance | Joint variability of two random variables. Building block for β. |
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| CUMMEAN | Cumulative Mean | Cumulative mean from series start. Ignores NaN values. |
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| ENTROPY | Shannon Entropy | Measures uncertainty/randomness. Higher entropy = less predictable. |
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| GEOMEAN | Geometric Mean | nth root of product. Use for growth rates and ratios. |
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| GRANGER | Granger Causality | Tests if one series helps predict another. Not true causality. |
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| HARMEAN | Harmonic Mean | Reciprocal of arithmetic mean of reciprocals. For rates/ratios. |
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| HURST | Hurst Exponent | Long-term memory. H>0.5: trending. H<0.5: mean-reverting. |
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| IQR | Interquartile Range | P75 - P25. Robust dispersion measure. |
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| JB | Jarque-Bera Test | Normality test using skewness and kurtosis. |
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| KENDALL | Kendall Rank Correlation | Ordinal association. Robust to outliers. |
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| KURTOSIS | Kurtosis | Tail heaviness. High kurtosis = fat tails = more extreme events. |
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| [LINREG](lib/statistics/linreg/LinReg.md) | Linear Regression | Least squares fit. Outputs slope, intercept, R². |
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| [MEDIAN](lib/statistics/median/Median.md) | Median | Middle value in sorted window. Robust to outliers. |
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| MODE | Mode | Most frequent value. Use for categorical or discrete data. |
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| PERCENTILE | Percentile | Value below which given percentage of observations fall. |
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| QUANTILE | Quantile | Divides distribution into equal probability intervals. |
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| [SKEW](lib/statistics/skew/Skew.md) | Skewness | Distribution asymmetry. Positive: right tail. Negative: left tail. |
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| SPEARMAN | Spearman Rank Correlation | Pearson on ranks. Measures monotonic relationship. |
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| [STDDEV](lib/statistics/stddev/StdDev.md) | Standard Deviation | Square root of variance. Same units as data. |
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| [SUM](lib/statistics/sum/Sum.md) | Rolling Sum | Kahan-Babuška summation. Numerically stable. |
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| THEIL | Theil Index | Inequality measure. Decomposable into within/between group. |
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| [VARIANCE](lib/statistics/variance/Variance.md) | Variance | Average squared deviation from mean. Units are squared. |
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| ZSCORE | Z-Score | Standard deviations from mean. Normalizes different scales. |
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| ZTEST | Z-Test | Hypothesis test comparing sample mean to population mean. |
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| ACF | Autocorrelation Function | Measures correlation between observations at different time lags. |
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| PACF | Partial Autocorrelation | Correlation at lag k without intermediate correlations. |
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| POLYFIT | Polynomial Fitting | Fits polynomial curve to data points. |
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| TSF | Time Series Forecast | Predicts future values based on past data. |
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| WAVG | Weighted Average | Average where each value has weight determining relative importance. |
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| [BETA](/lib/statistics/beta/Beta.md) | Beta Coefficient | Asset volatility relative to market. β=1 means market-matched risk. |
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| [BIAS](/lib/statistics/bias/Bias.md) | Bias | Percentage deviation from moving average. Measures overextension. |
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| [CMA](/lib/statistics/cma/Cma.md) | Cumulative Moving Average | Running average of all values. Welford's algorithm. No window. |
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| [COINTEGRATION](/lib/statistics/cointegration/Cointegration.md) | Cointegration | Tests if series share long-term equilibrium. Pairs trading foundation. |
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| [CORRELATION](/lib/statistics/correlation/Correlation.md) | Correlation | Linear relationship between two variables. Range: -1 to +1. |
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| [COVARIANCE](/lib/statistics/covariance/Covariance.md) | Covariance | Joint variability of two random variables. Building block for β. |
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| [CUMMEAN](/lib/statistics/cummean/Cummean.md) | Cumulative Mean | Cumulative mean from series start. Ignores NaN values. |
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| [ENTROPY](/lib/statistics/entropy/Entropy.md) | Shannon Entropy | Measures uncertainty/randomness. Higher entropy = less predictable. |
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| [GEOMEAN](/lib/statistics/geomean/Geomean.md) | Geometric Mean | nth root of product. Use for growth rates and ratios. |
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| [GRANGER](/lib/statistics/granger/Granger.md) | Granger Causality | Tests if one series helps predict another. Not true causality. |
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| [HARMEAN](/lib/statistics/harmean/Harmean.md) | Harmonic Mean | Reciprocal of arithmetic mean of reciprocals. For rates/ratios. |
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| [HURST](/lib/statistics/hurst/Hurst.md) | Hurst Exponent | Long-term memory. H>0.5: trending. H<0.5: mean-reverting. |
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| [IQR](/lib/statistics/iqr/Iqr.md) | Interquartile Range | P75 - P25. Robust dispersion measure. |
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| [JB](/lib/statistics/jb/Jb.md) | Jarque-Bera Test | Normality test using skewness and kurtosis. |
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| [KENDALL](/lib/statistics/kendall/Kendall.md) | Kendall Rank Correlation | Ordinal association. Robust to outliers. |
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| [KURTOSIS](/lib/statistics/kurtosis/Kurtosis.md) | Kurtosis | Tail heaviness. High kurtosis = fat tails = more extreme events. |
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| [LINREG](/lib/statistics/linreg/LinReg.md) | Linear Regression | Least squares fit. Outputs slope, intercept, R². |
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| [MEDIAN](/lib/statistics/median/Median.md) | Median | Middle value in sorted window. Robust to outliers. |
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| [MODE](/lib/statistics/mode/Mode.md) | Mode | Most frequent value. Use for categorical or discrete data. |
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| [PERCENTILE](/lib/statistics/percentile/Percentile.md) | Percentile | Value below which given percentage of observations fall. |
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| [QUANTILE](/lib/statistics/quantile/Quantile.md) | Quantile | Divides distribution into equal probability intervals. |
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| [SKEW](/lib/statistics/skew/Skew.md) | Skewness | Distribution asymmetry. Positive: right tail. Negative: left tail. |
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| [SPEARMAN](/lib/statistics/spearman/Spearman.md) | Spearman Rank Correlation | Pearson on ranks. Measures monotonic relationship. |
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| [STDDEV](/lib/statistics/stddev/StdDev.md) | Standard Deviation | Square root of variance. Same units as data. |
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| [SUM](/lib/statistics/sum/Sum.md) | Rolling Sum | Kahan-Babuška summation. Numerically stable. |
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| [THEIL](/lib/statistics/theil/Theil.md) | Theil Index | Inequality measure. Decomposable into within/between group. |
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| [VARIANCE](/lib/statistics/variance/Variance.md) | Variance | Average squared deviation from mean. Units are squared. |
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| [ZSCORE](/lib/statistics/zscore/Zscore.md) | Z-Score | Standard deviations from mean. Normalizes different scales. |
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| [ZTEST](/lib/statistics/ztest/Ztest.md) | Z-Test | Hypothesis test comparing sample mean to population mean. |
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