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QuanTAlib/lib/statistics/_index.md
T
Miha Kralj 4dbb093892 Add Kahan-Babuška Summation Algorithm and Enhance Variance Indicator Tests
- Introduced a new `Sum` class implementing the Kahan-Babuška algorithm for high-precision rolling summation.
- Added comprehensive documentation for the `Sum` class, detailing its mathematical foundation, performance profile, and use cases.
- Refactored `VarianceIndicator` tests to improve clarity and coverage, including checks for different source types and the ability to change properties.
- Enhanced `UsfIndicator` tests to validate initialization, processing of updates, and property changes.
- Updated `UsfIndicator` implementation to simplify source handling and improve short name generation.
- Modified Qodana configuration to exclude unused auto property accessor warnings.
2025-12-29 18:56:10 -08:00

1.3 KiB

Statistics

Statistical analysis tools applied to price/returns.

Indicator Full Name Description
BETA Beta Coefficient
BIAS Bias
COINTEGRATION Cointegration
CORRELATION Correlation (Pearson's)
COVARIANCE Covariance
CMA Cumulative Moving Average Running average of ALL values (Welford's algorithm). No window.
ENTROPY Normalized Shannon Entropy
GEOMEAN Geometric Mean
GRANGER Granger Causality Test
HARMEAN Harmonic Mean
HURST Hurst
IQR Interquartile Range
JB Jarque-Bera Test
KENDALL Kendall Rank Correlation
KURTOSIS Kurtosis
LINREG Linear Regression Curve
MEDIAN Median (Statistical)
MODE Mode (Most Frequent)
PERCENTILE Percentile
QUANTILE Quantile
SKEW Skewness
SPEARMAN Spearman Rank Correlation
STDDEV Standard Deviation
SUM Rolling Sum Kahan-Babuška summation for numerical stability.
THEIL Theil Index
VARIANCE Variance
ZSCORE Z-score standardization
ZTEST Z-Test