All functions |
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Active Premium or Active Return |
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Adjusted Sharpe ratio of the return distribution |
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calculate a function over an expanding window always starting from the beginning of the series |
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calculate a function over a rolling window |
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Appraisal ratio of the return distribution |
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Calculates the average depth of the observed drawdowns. |
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Calculates the average length (in periods) of the observed drawdowns. |
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Calculates the average length (in periods) of the observed recovery period. |
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Bernardo and Ledoit ratio of the return distribution |
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Functions to calculate systematic or beta co-moments of return series |
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Burke ratio of the return distribution |
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calculate a Calmar or Sterling reward/risk ratio
Calmar and Sterling Ratios are yet another method of creating a
risk-adjusted measure for ranking investments similar to the
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calculate single factor model (CAPM) alpha |
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calculate single factor model (CAPM) beta |
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Time-varying conditional single factor model beta |
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Regression epsilon of the return distribution |
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Jensen's alpha of the return distribution |
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utility functions for single factor (CAPM) CML, SML, and RiskPremium |
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Calculate Uryasev's proposed Conditional Drawdown at Risk (CDD or CDaR) measure |
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calculate centered Returns |
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Create ACF chart or ACF with PACF two-panel chart |
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wrapper for barchart of returns |
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Periodic returns in a bar chart with risk metric overlay |
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box whiskers plot wrapper |
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Chart of Capture Ratios against a benchmark |
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correlation matrix chart |
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Cumulates and graphs a set of periodic returns |
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Time series chart of drawdowns through time |
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Create an ECDF overlaid with a Normal CDF |
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Plots a time series with event dates aligned |
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histogram of returns |
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Plot a QQ chart |
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Takes a set of returns and relates them to a market benchmark in a scatterplot |
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relative performance chart between multiple return series |
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scatter chart of returns vs risk for comparing multiple instruments |
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chart rolling correlation fo multiple assets |
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chart the rolling mean return |
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wrapper to create a chart of rolling performance metrics in a line chart |
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A wrapper to create charts of relative regression performance through time |
wrapper to draw scatter plot with sensible defaults |
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chart risk versus return over rolling time periods |
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create a stacked bar plot |
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Creates a time series chart with some extensions. |
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show the sensitivity of Value-at-Risk or Expected Shortfall estimates |
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Create combined wealth index, period performance, and drawdown chart |
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rolling performance chart |
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check input data type and format and coerce to the desired output type |
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clean extreme observations in a time series to to provide more robust risk estimates |
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Functions for calculating comoments of financial time series |
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downside risk (deviation, variance) of the return distribution |
downside frequency of the return distribution |
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d ratio of the return distribution |
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Calculates a standard deviation-type statistic using individual drawdowns. |
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Drawdawn peak of the return distribution |
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EDHEC-Risk Hedge Fund Style Indices |
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calculates Expected Shortfall(ES) (or Conditional Value-at-Risk(CVaR) for univariate and component, using a variety of analytical methods. |
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Functions for calculating EWMA comoments of financial time series |
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Fama beta of the return distribution |
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Find the drawdowns and drawdown levels in a timeseries. |
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Frequency of the return distribution |
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calculate the Hurst Index The Hurst index can be used to measure whether returns are mean reverting, totally random, or persistent. |
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InformationRatio = ActivePremium/TrackingError |
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Kappa of the return distribution |
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calculate Kelly criterion ratio (leverage or bet size) for a strategy |
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Kurtosis |
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calculate a lower partial moment for a time series |
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M squared for Sortino of the return distribution |
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Hypothetical Alternative Asset Manager and Benchmark Data |
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Market timing models |
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Martin ratio of the return distribution |
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caclulate the maximum drawdown from peak equity |
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Functions for doing Moment Component Analysis (MCA) of financial time series |
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calculate attributes relative to the mean of the observation series given, including geometric, stderr, LCL and UCL |
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Mean absolute deviation of the return distribution |
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Modigliani-Modigliani measure |
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M squared of the return distribution |
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M squared excess of the return distribution |
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Net selectivity of the return distribution |
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calculate Omega for a return series |
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Omega excess return of the return distribution |
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Omega-Sharpe ratio of the return distribution |
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Pain index of the return distribution |
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Pain ratio of the return distribution |
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Econometric tools for performance and risk analysis. |
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Bacon(2008) Data |
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Selected Price Series Example Data |
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Prospect ratio of the return distribution |
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calculates an annualized excess return for comparing instruments with different length history |
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calculate an annualized return for comparing instruments with different length history |
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calculate simple or compound returns from prices |
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clean returns in a time series to to provide more robust risk estimates |
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calculate a compounded (geometric) cumulative return |
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Calculates the returns of an asset in excess of the given risk free rate |
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calculate Geltner liquidity-adjusted return series |
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Calculate weighted returns for a portfolio of assets |
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Read returns data with different date formats |
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calculate the relative return of one asset to another |
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Selectivity of the return distribution |
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calculate annualized Sharpe Ratio |
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calculate a traditional or modified Sharpe Ratio of Return over StdDev or VaR or ES |
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Functions for calculating shrinkage-based comoments of financial time series |
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Skewness |
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Skewness-Kurtosis ratio of the return distribution |
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calculate Normalized Getmansky Smoothing Index |
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order list of drawdowns from worst to best |
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calculate Sortino Ratio of performance over downside risk |
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Specific risk of the return distribution |
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calculate a multiperiod or annualized Standard Deviation |
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calculates Standard Deviation for univariate and multivariate series, also calculates component contribution to standard deviation of a portfolio |
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Functions for calculating structured comoments of financial time series |
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Systematic risk of the return distribution |
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Annualized Returns Summary: Statistics and Stylized Facts |
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wrapper function for combining arbitrary function list into a table |
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table for calculating the first six autocorrelation coefficients and significance |
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Monthly and Calendar year Return table |
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Single Factor Asset-Pricing Model Summary: Statistics and Stylized Facts |
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Calculate and display a table of capture ratio and related statistics |
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calculate correlalations of multicolumn data |
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Distributions Summary: Statistics and Stylized Facts |
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Downside Risk Summary: Statistics and Stylized Facts |
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Downside Summary: Statistics and ratios |
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Worst Drawdowns Summary: Statistics and Stylized Facts |
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Drawdowns Summary: Statistics and ratios |
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Higher Moments Summary: Statistics and Stylized Facts |
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Information ratio Summary: Statistics and Stylized Facts |
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Returns Summary: Statistics and Stylized Facts |
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Outperformance Report of Asset vs Benchmark |
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Rolling Periods Summary: Statistics and Stylized Facts |
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Specific risk Summary: Statistics and Stylized Facts |
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Variability Summary: Statistics and Stylized Facts |
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Display text information in a graphics plot. |
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Aggregate contributions through time |
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Total risk of the return distribution |
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Calculate Tracking Error of returns against a benchmark |
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calculate Treynor Ratio or modified Treynor Ratio of excess return over CAPM beta |
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calculate the Ulcer Index |
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calculate metrics on up and down markets for the benchmark asset |
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upside frequency of the return distribution |
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calculate Upside Potential Ratio of upside performance over downside risk |
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upside risk, variance and potential of the return distribution |
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calculate various Value at Risk (VaR) measures |
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Volatility and variability of the return distribution |
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Selected Portfolio Weights Data |
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zerofill |