| MAY 1993
Combining Negatively Correlated Forecasts by Denis Ridley, Ph.D.
Combining Negatively Correlated Forecasts by Denis Ridley, Ph.D. Will combining two negatively correlated forecasts of price data produce a more accurate forecast? STOCKS & COMMODITIES contributor Denis Ridley says yes. It's called ""antithetic forecasting"", as he explains here. Traders and investors may find that forecasting models are useful for estimating future values of a financial time series. However, serial correlation creates a biased forecast, and that bias in turn is correlated with the forecast origin. Antithetic—or contradictory error—forecasting creates a new but reverse correlated forecast and combines it with the original forecast, thereby canceling out the errors. This article will illustrate an application to the monthly closings of the Dow Jones Industrial Average (DJIA) in which the forecast mean square error was reduced by approximately 50% . Antithetic forecasting falls into the category of methods referred to as combining forecasts. The antithetic forecasting method can be applied when the historical data is autocorrelated—that is, when the data is correlated with itself in previous time periods. Autocorrelation is the basis for assuming that a historical series contains a pattern. If that is the case, then there should be a forecasting model that can emulate that pattern, thereby generating the desired forecasts. At the same time, we are reminded (see J.F. Elder and M.T. Finn's work in the reference section) that the financial markets are normally difficult to forecast, so every effort to reduce forecasting error becomes important. Statistical models assume that historical data is a collection of independent observations.
by Denis Ridley, Ph.D.
Technical Analysis of STOCKS & COMMODITIES
The Traders’ Magazine since 1982
has had over 1,226,237 subscribers from 174 different countries.
37,000 Page Traders’ Archive for $89.99
To continue reading, sign-up for trial access to Traders.com and the S&C Archive — 37,000 pages of trading ideas!
After verifying your email address, you will have limited access to the S&C Archive, as well as access to a Digital Edition of S&C, and access to Traders.com Advantage and Working Money for 30 days.
Not a subscriber to Technical Analysis of
STOCKS & COMMODITIES magazine?
Click
here to subscribe, or request
a trial subscription.
Log-in now to view articles from the S&C Archive.
Your Subscriber ID is located at the top of your magazine label, highlighted here in red.
Your last name can be found on the second line, highlighted here in blue.
*If you have a company name on the label, that can also be used. It will appear below your name on the label.
If you do not have a Subscriber ID on your label, you can find it on your statement or renewal form.
For help locating your Subscriber ID number, please call us at 1-800-832-4642 or send an email to Survey@Traders.com. If sending an email, please include your name and mailing address.