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The World’s Fastest and Most Powerful Logistic Regression Analysis Application

Cytel, the acknowledged leader in exact statistical methods, introduces LogXact® 8. This is the only logistic regression analysis tool to provide statisticians with these major logistic regression modeling developments:

  • Only in LogXact 8, Firth’s Penalized Maximum Likelihood Estimate (Biometrika [1993], 80, 1, pp27 – 38) (PMLE) corrects for separation bias, while exhibiting lower mean square error than usual Maximum Likelihood (ML) estimations example

  • Fitting GLM in the presence of missing categorical covariates. When presented with missing discrete covariates LogXact 8 employs Chen and Ibrahim’s EM algorithm to produce GLM parameter estimates for the covariates. Logit, Probit, CLogLog, Poisson, and Normal links are all supported

New - Profile Likelihood Based Confidence Intervals

One of the new capabilities in LogXact 8 is the procedure Profile Likelihood Confidence Intervals for parameters of binary logistic regression. Users can also choose to or not to apply Firth correction - see Penalized Maximum Likelihood Method (PMLE) for specifics regarding Firth's method and application in practice.

This new procedure obtains the Profile Likelihood based confidence intervals for the parameters using the algorithm of Venzon and Moolgavkar (1988).

Use LogXact 8 and gain complete confidence in your results, even with small sample sizes and missing data.

PROCs

SAS® and LogXact PROCs – A Powerful Combination

Now you can access the best logistic regression analysis package - Cytel's LogXact - while working in SAS. LogXact PROCs resides within the SAS environment, offering SAS users LogXact's modeling tools without opening another application.

LogXact PROCs' in-depth SAS integration works wonders for practicing statisticians. LogXact PROCs can be called through a batch file and documented - often required in regulatory submission. Engage LogXac PROCs “automatic pilot” function to distinguish large data sets from small sets, then apply the appropriate exact tests to keep your batch jobs running smoothly.

Examples - References - More Information

Consult LogXact examples using real-world data sets, or download the LogXact 8 brochure

Questions? Help in determining best licensing arrangement for yourself or
your organization? Call us at +617.661.2011 M-F, 9AM – 5 PM EST or email sales@cytel.com

NOTE: As StatXact 8 and LogXact 8 now feature the complete user manual information online, Cytel does not include printed manuals with software purchase. If you would like to purchase a printed manual, please contact us:
+617.661.2011 M-F, 9AM – 5 PM EST or email sales@cytel.com

 

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